From: Snapshot-Content-Location: https://colab.research.google.com/drive/13VTlTCKhgb3eEKkVJ5nbcYEb3dkjisVd#scrollTo=TanWgo-QFQnw Subject: Final NLP project.ipynb - Colaboratory Date: Tue, 11 May 2021 09:41:38 -0000 MIME-Version: 1.0 Content-Type: multipart/related; type="text/html"; boundary="----MultipartBoundary--VnmxKC5aBZ8rfWq9DfowEo2UCPRtGHCKH3DiKJcLwy----" ------MultipartBoundary--VnmxKC5aBZ8rfWq9DfowEo2UCPRtGHCKH3DiKJcLwy---- Content-Type: text/html Content-ID: Content-Transfer-Encoding: quoted-printable Content-Location: https://colab.research.google.com/drive/13VTlTCKhgb3eEKkVJ5nbcYEb3dkjisVd#scrollTo=TanWgo-QFQnw <= head>= Final NLP project.ipynb - Colaboratory= <= meta name=3D"google-site-verification" content=3D"PyLMz5j-ZvnsTpYnO92NQM_DT= d1WITrz-WBn10oH3yg"> =20 =20 =20 =20 =20 =20 = = <= /g> <= /g> = = = = <= /path> = = = <= /g> =20 =20 <= /path> =20 =20 =20 =20 =20 = =20 = = = = = = = = = = <= /path> = <= /path> = <= /path> <= /path> <= /g> = <= /path> <= /path> <= /circle>
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!<= /span>pip install spacy
<= div style=3D"top:19px;height:19px;" class=3D"view-line">!python -m spacy downl= oad en_core_web_sm
!pip install beautifulsoup4
!pip install preprocessor
import preprocessor as ps
!pip install contra= ctions
!pip i= nstall pycontractions
!pip install bert-for= -tf2
!pip install sentencepiece
= !pip install pdpipe 
!pip install symspe= llpy
import = sys  
!{= sys.executable} -m pip install contractions
import unicodedata
!pip install = ;plotly
!pip = install cufflinks
!pip install textblob
!<= span class=3D"mtk1">pip install pyLDAvis=3D=3D2.1.2
!p= ip install scattertext
=
Enter to Rename, Shift+Enter to Preview
=

<= div class=3D"output-iframe-sizer">
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0)
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.2.5) (4.41.1)
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2.2.5) (0.8.2)
Requirement already satisfied: numpy>=3D1.15.0 in /usr/local/lib/python3=
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=3D=3D2.2.5) (1.0.5)
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l/lib/python3.7/dist-packages (from spacy>=3D2.2.2->en_core_web_sm=3D=
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python3.7/dist-packages (from requests<3.0.0,>=3D2.13.0->spacy>=
=3D2.2.2->en_core_web_sm=3D=3D2.2.5) (3.0.4)
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n3.7/dist-packages (from requests<3.0.0,>=3D2.13.0->spacy>=3D2.=
2.2->en_core_web_sm=3D=3D2.2.5) (2.10)
Requirement already satisfied: certifi>=3D2017.4.17 in /usr/local/lib/py=
thon3.7/dist-packages (from requests<3.0.0,>=3D2.13.0->spacy>=
=3D2.2.2->en_core_web_sm=3D=3D2.2.5) (2020.12.5)
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=3D1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0=
,>=3D2.13.0->spacy>=3D2.2.2->en_core_web_sm=3D=3D2.2.5) (1.24.3=
)
Requirement already satisfied: importlib-metadata>=3D0.20; python_versio=
n < "3.8" in /usr/local/lib/python3.7/dist-packages (from catalogue<1=
.1.0,>=3D0.0.7->spacy>=3D2.2.2->en_core_web_sm=3D=3D2.2.5) (3.1=
0.1)
Requirement already satisfied: zipp>=3D0.5 in /usr/local/lib/python3.7/d=
ist-packages (from importlib-metadata>=3D0.20; python_version < "3.8"=
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sm=3D=3D2.2.5) (3.4.1)
Requirement already satisfied: typing-extensions>=3D3.6.4; python_versio=
n < "3.8" in /usr/local/lib/python3.7/dist-packages (from importlib-meta=
data>=3D0.20; python_version < "3.8"->catalogue<1.1.0,>=3D0.=
0.7->spacy>=3D2.2.2->en_core_web_sm=3D=3D2.2.5) (3.7.4.3)
=E2=9C=94 Download and installati=
on successful
You can now load the model via spacy.load('en_core_web_sm')
Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.7/d=
ist-packages (4.6.3)
Collecting preprocessor
  Downloading https://files.pythonhosted.org/=
packages/96/ad/d9f4ffb9bb97d1cb5bcb876b7932571d4dbaa3eff1701ad45d367f0ea27b=
/preprocessor-1.1.3.tar.gz
Building wheels for collected packages: preprocessor
  Building wheel for preprocessor (setup.py) ... done
  Created wheel for preprocessor: filename=3Dpreprocessor-1.1.3-cp37-none-a=
ny.whl size=3D4477 sha256=3Ddf52ac5c827193dd5b75040b65442647fefca148c1d86f0=
554d50929b4cc7fd9
  Stored in directory: /root/.cache/pip/wheels/98/c1/a2/21fbcfd80d76576bbf1=
48991a66f00730f541f265c7600000f
Successfully built preprocessor
Installing collected packages: preprocessor
Successfully installed preprocessor-1.1.3
Collecting contractions
  Downloading https://files.py=
thonhosted.org/packages/0a/04/d5e0bb9f2cef5d15616ebf68087a725c5dbdd71bd422b=
cfb35d709f98ce7/contractions-0.0.48-py2.py3-none-any.whl
Collecting textsearch>=3D0.0.21
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onhosted.org/packages/d3/fe/021d7d76961b5ceb9f8d022c4138461d83beff36c3938dc=
424586085e559/textsearch-0.0.21-py2.py3-none-any.whl
Collecting anyascii
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d.org/packages/a3/14/666cd44bf53f36a961544af592cb5c5c800013f9c51a4745af8d7c=
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Collecting pyahocorasick
  Downloading https://files.pythonhosted.org=
/packages/7f/c2/eae730037ae1cbbfaa229d27030d1d5e34a1e41114b21447d1202ae9c22=
0/pyahocorasick-1.4.2.tar.gz (321kB)
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Building wheels for collected packages: pyahocorasick
  Building wheel for pyahocorasick (setup.py) ... done
  Created wheel for pyahocorasick: filename=3Dpyahocorasick-1.4.2-cp37-cp37=
m-linux_x86_64.whl size=3D85393 sha256=3D9c931bc06c8ce67a3df09a4fefa3a3afd3=
433130a04db0d11d4b94564ec79b83
  Stored in directory: /root/.cache/pip/wheels/3a/03/34/77e3ece0bba8b86bfac=
88a79f923b36d805cad63caeba38842
Successfully built pyahocorasick
Installing collected packages: anyascii, pyahocorasick, textsearch, contrac=
tions
Successfully installed anyascii-0.2.0 contractions-0.0.48 pyahocorasick-1.4=
.2 textsearch-0.0.21
Collecting pycontractions
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nhosted.org/packages/a6/f5/d3ec9491c530cbc03af32ca2c6b69b0e89660daeb2856b48=
5d90f9d82e5e/pycontractions-2.0.1-py3-none-any.whl
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Requirement already satisfied: numpy>=3D1.11.3 in /usr/local/lib/python3=
.7/dist-packages (from gensim>=3D2.0->pycontractions) (1.19.5)
Building wheels for collected packages: language-check
  Building wheel for language-check (setup.py) ... error
  ERROR: Failed building wheel for =
language-check
  Running setup.py clean for language-check
Failed to build language-check
Installing collected packages: language-check, pycontractions
    Running setup.py install for language-check ... error
ERROR: Command errored out with exi=
t status 1: /usr/bin/python3 -u -c 'import sys, setuptools, tokenize; sys.a=
rgv[0] =3D '"'"'/tmp/pip-install-gqtpufuq/language-check/setup.py'"'"'; __f=
ile__=3D'"'"'/tmp/pip-install-gqtpufuq/language-check/setup.py'"'"';f=3Dget=
attr(tokenize, '"'"'open'"'"', open)(__file__);code=3Df.read().replace('"'"=
'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'=
"'"'))' install --record /tmp/pip-record-lbjm0yze/install-record.txt --sing=
le-version-externally-managed --compile Check the logs for full command out=
put.
Collecting bert-for-tf2
  Downloading https://files.pythonhos=
ted.org/packages/a5/a1/acb891630749c56901e770a34d6bac8a509a367dd74a05daf730=
6952e910/bert-for-tf2-0.14.9.tar.gz (41kB)
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ckages/aa/e0/4f663d8abf83c8084b75b995bd2ab3a9512ebc5b97206fde38cef906ab07/p=
y-params-0.10.2.tar.gz
Collecting params-flow>=3D0.8.0
  Downloading https://files.pythonhosted.org/p=
ackages/a9/95/ff49f5ebd501f142a6f0aaf42bcfd1c192dc54909d1d9eb84ab031d46056/=
params-flow-0.8.2.tar.gz
Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packa=
ges (from params-flow>=3D0.8.0->bert-for-tf2) (1.19.5)
Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packag=
es (from params-flow>=3D0.8.0->bert-for-tf2) (4.41.1)
Building wheels for collected packages: bert-for-tf2, py-params, params-flo=
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  Created wheel for bert-for-tf2: filename=3Dbert_for_tf2-0.14.9-cp37-none-=
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84b52e044bf14cb7801
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l size=3D7912 sha256=3D93d94246e882214aaff9ef0fa65c6f47789e56a2642b9019da8c=
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.whl size=3D19472 sha256=3De90ab1023102edf8274c342c38ba6d6f8f87a465d08cef55=
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Successfully built bert-for-tf2 py-params params-flow
Installing collected packages: py-params, params-flow, bert-for-tf2
Successfully installed bert-for-tf2-0.14.9 params-flow-0.8.2 py-params-0.10=
.2
Collecting sentencepiece
  Downloading =
https://files.pythonhosted.org/packages/f5/99/e0808cb947ba10f575839c43e8faf=
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Installing collected packages: sentencepiece
Successfully installed sentencepiece-0.1.95
Collecting pdpipe
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Collecting decore
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es/b4/69/9e3da3a87058d43e5b9f0f668f69da591b8b0c2763b3afbfea084582ea57/decor=
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Building wheels for collected packages: decore
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Successfully built decore
Installing collected packages: strct, decore, skutil, pdpipe
Successfully installed decore-0.0.1 pdpipe-0.0.53 skutil-0.0.16 strct-0.0.3=
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Collecting pyLDAvis=3D=3D2.1.2
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ages/a5/3a/af82e070a8a96e13217c8f362f9a73e82d61ac8fff3a2561946a97f96266/pyL=
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13b5e5ee16f7d
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e4d2d5e9dba8f0bef8179e3051ac414
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Installing collected packages: funcy, pyLDAvis
Successfully installed funcy-1.16 pyLDAvis-2.1.2
Collecting scattertext
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sted.org/packages/b7/a7/a44c8051cdb98763a3a666e1801775980eea1b0cf979ffba92b=
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-packages (from scattertext) (0.10.2)
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ges/81/d8/2cd0656eae456d615c2f1efbcae8dfca2cb871a31f34ba8925aba47d5e09/flas=
htext-2.7.tar.gz
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ges (from scattertext) (1.19.5)
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g/packages/5c/03/b7e605db4a57c0f6fba744b11ef3ddf4ddebcada35022927a2b5fc623f=
df/mock-4.0.3-py3-none-any.whl
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b/python3.7/dist-packages (from pandas->scattertext) (2.8.1)
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7/dist-packages (from statsmodels->scattertext) (0.5.1)
Building wheels for collected packages: flashtext
  Building wheel for flashtext (setup.py) ... done
  Created wheel for flashtext: filename=3Dflashtext-2.7-py2.py3-none-any.wh=
l size=3D9299 sha256=3D868e94f2908b51d6d280e9eb9574235f879e890dc9518f7bf441=
76a1931b51d4
  Stored in directory: /root/.cache/pip/wheels/37/db/d7/fe74f7cb8e5c3afed90=
fe6f4967c933a6f13d81ab6b3d3128c
Successfully built flashtext
Installing collected packages: flashtext, mock, scattertext
Successfully installed flashtext-2.7 mock-4.0.3 scattertext-0.1.2
<= div class=3D"cell-execution-container">
=
=
 
!pip install -U scikit-learn
&nb= sp;
<= div class=3D"cursor " style=3D"height: 19px; top: 0px; left: 0px; font-fami= ly: monospace; font-weight: normal; font-size: 14px; font-feature-settings:= "liga" 0, "calt" 0; line-height: 19px; letter-spacing:= 0px; display: block; visibility: hidden; width: 2px;">
=
<= /div>
Enter to Rename, Shift+Ente= r to Preview
<= p class=3D"type" style=3D"font-family: monospace;">

<= div class=3D"output-iframe-sizer">
Co=
llecting scikit-learn
  Downloading h=
ttps://files.pythonhosted.org/packages/a8/eb/a48f25c967526b66d5f1fa7a984594=
f0bf0a5afafa94a8c4dbc317744620/scikit_learn-0.24.2-cp37-cp37m-manylinux2010=
_x86_64.whl (22.3MB)
     |=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=
=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=
=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=
=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88| 22.3=
MB 5.8MB/s=20
Requirement already satisfied, skipping upgrade: joblib>=3D0.11 in /usr/=
local/lib/python3.7/dist-packages (from scikit-learn) (1.0.1)
Collecting threadpoolctl>=3D2.0.0
  Downloading https://files.python=
hosted.org/packages/f7/12/ec3f2e203afa394a149911729357aa48affc59c20e2c1c829=
7a60f33f133/threadpoolctl-2.1.0-py3-none-any.whl
Requirement already satisfied, skipping upgrade: scipy>=3D0.19.1 in /usr=
/local/lib/python3.7/dist-packages (from scikit-learn) (1.4.1)
Requirement already satisfied, skipping upgrade: numpy>=3D1.13.3 in /usr=
/local/lib/python3.7/dist-packages (from scikit-learn) (1.19.5)
Installing collected packages: threadpoolctl, scikit-learn
  Found existing installation: scikit-learn 0.22.2.post1
    Uninstalling scikit-learn-0.22.2.post1:
      Successfully uninstalled scikit-learn-0.22.2.post1
Successfully installed scikit-learn-0.24.2 threadpoolctl-2.1.0
<= div class=3D"cell-execution-container">
=
<= /div>
<= div style=3D"position:absolute;top:513px;width:100%;height:19px;">
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
from nltk.tokenize import word_tokenize
<= div style=3D"top:95px;height:19px;" class=3D"view-line">from sklearn.pipeline import Pipeline
from sklearn.= model_selection import train_test_split, GridSearchCV
from sklearn.feature_extraction.tex= t import = ;CountVectorizer, ENGLISH_STOP_WORDS, TfidfVectorizer
from nltk.sentiment.vader import SentimentIntensityAnalyzer
import nltk
import json
%matplotlib inline
from bs4 import BeautifulSoup&nb= sp;as bs = ;#Beautiful Soup is a Pytho= n library for pulling data&= nbsp;out of HTML and XML files.
import requests # making HTTP requests in Pytho= n
import re<= /span>
import gzip<= /span>
import itert= ools
import = string
import&nbs= p;wordcloud
import datetime as dt
import pylab as pl
import plotly as py
import cufflinks as cf
from plotly.offline import<= span class=3D"mtk1"> iplot
py.offline.ini= t_notebook_mode(connected=3DTrue)
cf.go_offline()
import sklearn
from sklearn.preprocessi= ng import&nbs= p;LabelEncoder
from sklearn.preprocessing import MinMaxScaler
fro= m sklearn.feature_extraction.text import CountVect= orizer
from = sklearn.cluster import KMeans
from sklearn.svm import=  LinearSVC
from sklearn.feature_extraction.text <= span class=3D"mtk18">import TfidfVectorize= r
from sklea= rn.metrics import classification_report, confusion_matrix, accuracy_score
import gensim
from gensim import corpora
 
from gensim.models.ldamultic= ore import&nb= sp;LdaMulticore
from gensim import corpora, models
import pyLDAvis.gensim #LDA visualization library
fr= om itertools import chain
<= /div>
Enter to Rename, Shift+Enter to Preview

=
<= div class=3D"output-iframe-sizer">
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[4]
=
product_data=3Dpd.read_c= sv('Comp Product Reviews.csv'= )
=
<= /div>
=
Enter to= Rename, Shift+Enter to Preview
<= /div>

=
<= /div>
<= /div>
<= div class=3D"cell-execution-container">
=
product_data.head()
=
=
Enter to Rename, Shift+Enter to Previ= ew

<= /div>
<= div class=3D"output-iframe-sizer">
<= div class=3D"cell-execution-container">
=
product_data=3Dproduct_data.dr= op(['ID', 'profileName'], = axis=3D1)
<= span class=3D"mtk1">product_data
=
=
E= nter to Rename, Shift+Enter to Preview

<= div class=3D"output-iframe-sizer">

DATA INFO

=E2=86=B3 0 cells hidden
<= div class=3D"cell-execution-container">
=
product_data.shape
=
=
Enter to Rename, Shift+Enter to Previ= ew

<= /div>
<= div class=3D"output-iframe-sizer">
(34=
78, 3)
<= div class=3D"cell-execution-container">
=
product_data.info()
 
Enter to Rename, Shift+E= nter to Preview
<= /div>

=
<= div class=3D"output-iframe-sizer">
&l=
t;class 'pandas.core.frame.DataFrame'>
RangeIndex: 3478 entries, 0 to 3477
Data columns (total 3 columns):
 #   Column       Non-Null Count  Dtype =20
---  ------       --------------  ----- =20
 0   ReviewTitle  3476 non-null   object=20
 1   Rating       3477 non-null   float64
 2   Brand        3477 non-null   object=20
dtypes: float64(1), object(2)
memory usage: 81.6+ KB

We can see that we don't hav= e any null values.

=E2=86=B3 0 cells hidden

to also collapse sibling sections)">Check for Duplicate e= ntries

=E2=86=B3 12 cells hidden
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[9]
=
=
 
# Check = for Rows containing duplicate data
<= div style=3D"top:38px;height:19px;" class=3D"view-line">duplicate_rows_df =3D product_data[product_data.duplicated()]
 
<= /div>
=
<= div data-mprt=3D"2" class=3D"overflowingContentWidgets">
Enter to Rename, Shift+Enter to Preview
<= /div>
=

<= div class=3D"cell-execution-container">
=
duplicate_rows_df.shape<= /span>
=
=
Enter to Rename, S= hift+Enter to Preview

<= div role=3D"presentation" aria-hidden=3D"true" class=3D"invisible scrollbar= vertical" style=3D"position: absolute;">
<= /div>
<= /div>
<= div class=3D"cell-execution-container">
=
product_data.count()
<= textarea data-mprt=3D"6" class=3D"inputarea" wrap=3D"off" autocorrect=3D"of= f" autocapitalize=3D"off" autocomplete=3D"off" spellcheck=3D"false" aria-la= bel=3D"Editor content;Press Alt+F1 for Accessibility Options." role=3D"text= box" aria-multiline=3D"true" aria-haspopup=3D"false" aria-autocomplete=3D"b= oth" style=3D"font-family: monospace; font-weight: normal; font-size: 14px;= font-feature-settings: "liga" 0, "calt" 0; line-height= : 19px; letter-spacing: 0px; top: 0px; left: 6px; width: 1px; height: 1px;"= >
Enter to Rename, Shift+Enter to Previ= ew

<= div class=3D"output-iframe-sizer">
Rev=
iewTitle    3476
Rating         3477
Brand          3477
dtype: int64

Checking for Null Values

=E2=86=B3 0 cells hidden
<= div class=3D"cell-execution-container">
=
# Finding the n= ull values.
print(product_data.isnull().sum())
=
=
Enter to Rename, S= hift+Enter to Preview

<= div role=3D"presentation" aria-hidden=3D"true" class=3D"invisible scrollbar= vertical" style=3D"position: absolute;">
<= /div>
<= div class=3D"output-iframe-sizer">
Re=
viewTitle    2
Rating         1
Brand          1
dtype: int64

Droping Null values<= /strong>

=E2=86=B3 0 cells hidden
<= div class=3D"cell-execution-container">
=
=
 
product_data&= nbsp;=3D product_data.dropna() 
produ= ct_data.count()
=
=
Enter to Rename, S= hift+Enter to Preview

<= div role=3D"presentation" aria-hidden=3D"true" class=3D"invisible scrollbar= vertical" style=3D"position: absolute;">
<= /div>
<= div class=3D"output-iframe-sizer">
Rev=
iewTitle    3476
Rating         3476
Brand          3476
dtype: int64
<= div class=3D"cell-execution-container">
=
# After dropping&nbs= p;the values check for Null Values
print(product_data.isnull().sum()) 
Enter to Rename, Shift+Enter to Previ= ew

<= div class=3D"output-iframe-sizer">
9
['Amazon Airfryer' 'American Micronic' 'Hilton' 'Insala airfryer'
 'Kenster' 'Kent' 'Philips' 'Solara Digital' 'Varada Pro']
None
1975

How many brands has Mininum = Ratings what are their names

=E2=86=B3 0 cells hidden
<= div class=3D"cell-execution-container">
=
=
=
print(product_data["Brand"][product_data["Rating"<= span class=3D"mtk1">] =3D=3D product_data["Rating"].mi= n()].nunique())
= print(print= (product_data["Brand"][product_data["Rating= "] =3D=3D product_data["Rating"].min()].unique()))
print(product_data["Brand"][product_data["Rating"] =3D=3D product_= data["Rating"].min()].count())
=
=
Enter to Rename, Shift+Enter to Previ= ew

<= div class=3D"output-iframe-sizer">
7
['Amazon Airfryer' 'American Micronic' 'Hilton' 'Insala airfryer'
 'Kenster' 'Kent' 'Philips']
None
439

to also collapse sibling sections)">Which Brand h= as Maximum and minimum Number of reviews

=E2=86=B3 44 cells hidden
<= div class=3D"cell-execution-container">
<= /div>
<= /div>
<= div class=3D"view-zones" role=3D"presentation" aria-hidden=3D"true" style= =3D"position: absolute;">
 
produc= t_data[["Brand",&n= bsp;"Rating"]][pro= duct_data["ReviewTitle"] =3D=3D product_data["ReviewTi= tle"].min()]
 
 
 
Enter to Rena= me, Shift+Enter to Preview

<= div class=3D"slider" style=3D"position: absolute; top: 0px; left: 0px; heig= ht: 10px; transform: translate3d(0px, 0px, 0px); contain: strict;">
<= /div>
<= div class=3D"output-iframe-sizer">
<= div class=3D"cell-execution-container">
=
 
= product_data[["Brand", "Rating"= ]][product_data["ReviewTitle"] =3D=3D product_data["Re= viewTitle"].max()]
=
Ente= r to Rename, Shift+Enter to Preview

<= /div>
<= div class=3D"output-iframe-sizer">
<= div class=3D"cell-execution-container">
=
=
=
#Sorting data&nbs= p;according to ProductId in ascending order
product_data=3Dproduct_da= ta.sort_values("Rating",axis=3D0,asc= ending=3DTrue,inpla= ce=3DFalse,kind=3D<= /span>'quicksort',na_posi= tion=3D'last')
product_data.head()
<= div class=3D"slider" style=3D"position: absolute; top: 0px; left: 0px; widt= h: 14px; transform: translate3d(0px, 0px, 0px); contain: strict; will-chang= e: unset; height: 67px;">
Enter to Rename, Shift+Enter to Preview
<= /span>
=

<= div class=3D"output-iframe-sizer">
<= div class=3D"cell-execution-container">
=
print(product_data['Rating'].value_counts())
print(product_data['Brand'].value_counts())
Enter to Rename, Shift+Enter to Preview

=
<= div class=3D"output-iframe-sizer">
5.=
0    1975
4.0     739
1.0     439
3.0     202
2.0     121
Name: Rating, dtype: int64
Philips              1796
Insala airfryer       553
Amazon Airfryer       553
American Micronic     396
Kenster                87
Hilton                 44
Kent                   23
Varada Pro             21
Solara Digital          3
Name: Brand, dtype: int64
<= div class=3D"cell-execution-container">
<= /div>
<= div style=3D"position:absolute;top:95px;width:100%;height:19px;">
 
ax =3D&n= bsp;sns.countplot(x=3Dproduct_data["Rating"],  data=3Dproduct_data, order = ;=3D product_data["Rating"].value_counts().index )
for=  p, label in zip<= /span>(ax.patches, product_data["Rating"].value_counts()):
<= span class=3D"mtk1">    pr= int(p)
  =   print(= label)
    ax.annotate(labe= l, (p.get_x()+0.25, p.get_height()+0.5))
<= div class=3D"minimap-slider" style=3D"position: absolute; transform: transl= ate3d(0px, 0px, 0px); contain: strict; width: 0px; will-change: unset;">
Enter to Re= name, Shift+Enter to Preview

<= div class=3D"slider" style=3D"position: absolute; top: 0px; left: 0px; heig= ht: 10px; transform: translate3d(0px, 0px, 0px); contain: strict;">
<= /div>
<= div class=3D"output-iframe-sizer">

Tell me brand that has maxim= um numbers of reviews and how many ?

=E2=86=B3 0 cells hidden
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[24]
=
df1=3Dproduct_data.group= by('Brand').count(= )
Enter to Rename, Shift+Ente= r to Preview
<= p class=3D"type" style=3D"font-family: monospace;">

<= div class=3D"output-info">
<= div class=3D"cell-execution-container">
=
=
 
df1["ReviewTitle"].plot(kind=3D= 'bar')
 
Enter to Rename, Shift+E= nter to Preview
<= /div>

=
<= div class=3D"output-iframe-sizer">
<= div class=3D"cell-execution-container">
=
=
 plt.figure(figsize=3D(20,10))
s= ns.countplot(y=3D"Brand",  hue=3D"Rating", data=3Dproduct_data)
 
<= div role=3D"presentation" aria-hidden=3D"true" class=3D"invisible scrollbar= vertical" style=3D"position: absolute; width: 14px; height: 67px; right: 0= px; top: 0px;">
=
Enter to Rename, S= hift+Enter to Preview

<= div role=3D"presentation" aria-hidden=3D"true" class=3D"invisible scrollbar= vertical" style=3D"position: absolute;">
<= /div>
<= div class=3D"output-iframe-sizer">

Contractions are tho= se little literary shortcuts we take where instead of =E2=80=9CShould have= =E2=80=9D we prefer =E2=80=9CShould=E2=80=99ve=E2=80=9D or where =E2=80=9CD= o not=E2=80=9D quickly becomes =E2=80=9CDon=E2=80=99t=E2=80=9D. We are goin= g to add a new column to our dataframe called =E2=80=9Cno_contract=E2=80=9D= and apply a lambda function to the =E2=80=9CReviews=E2=80=9D field which w= ill expand any contractions.

=E2=86=B3 0 cells hidden
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[28]
<= /div>
<= div style=3D"position:absolute;top:95px;width:100%;height:19px;">
=
<= /div>
<= div style=3D"position:absolute;top:513px;width:100%;height:19px;">
 
= contractions =3D { "ain't": "are not","'s":" is","aren't":&n= bsp;"are not"= ,
       &nb= sp;            =  "can't":&nbs= p;"cannot",= "can't've": <= span class=3D"mtk26">"cannot have",=
         = ;            "'cause": "because","could've": "could have","couldn't": "could not",
          &n= bsp;          "couldn't've": "could not have",=  "didn't":&nb= sp;"did not",= "doesn't": "does not",
        &n= bsp;            = ;"don't": "do not",= "hadn't": "had not","hadn't've": "had not have",
        &nb= sp;            = "hasn't": "has not","haven't": <= span class=3D"mtk26">"have not","he'd": "he would",
          &n= bsp;          "he'd've": "he would have","he'll": "he will", "he'll've": = "he will have",=
       &nb= sp;            =  "how'd":&nbs= p;"how did",<= /span>"how'd'y": "how do you","how'll": <= /span>"how will",
=         =             &nb= sp;"I'd": "I would", = "I'd've": "I would have","I'll": <= /span>"I will",
        &n= bsp;            = ;"I'll've": <= /span>"I will have","I'm": <= /span>"I am",= "I've": "I have", "isn't": "is not",
          &nb= sp;          "it'd": "it would","it'd've": "it would have","it'll": "it will",
          &n= bsp;          "it'll've": "it will have", = ;"let's": "let us",= "ma'am": "madam",
<= div style=3D"top:247px;height:19px;" class=3D"view-line">           = ;           <= span class=3D"mtk26">"might've": "might have" ,"must've": "must have","o'clock": <= span class=3D"mtk26">"of the clock",<= /span>
       &nbs= p;            <= /span>"she'd": "she would","she'd've": = "she would have",
       &= nbsp;           &nbs= p; "she'll":&= nbsp;"she will", "she'll've": "she will have","should've": "should have",
    &nb= sp;            =    "that'd": "that would","that'd've": "that would have", "there'd": "there wou= ld",
  &= nbsp;           &nbs= p;      "there'd= 've": "there&= nbsp;would have", "they'd": "they would",
<= div style=3D"top:342px;height:19px;" class=3D"view-line">           = ;          "they'd've": "they would have","they'll": "they will",=
        &nbs= p;            <= /span>"they'll've": = "they will have", "they're": "they are","they've": "they have",
     &nb= sp;            =    "to've": "to have","we'd":=  "we would",
       = ;            &n= bsp; "we'd've": "we would have","we'll": "we will","we'll've": "we will have",
    &nbs= p;            &= nbsp;   "we're": "we are","we've": "we have", "weren't": "were not","what'll": "what will",
      &= nbsp;           &nbs= p;  "what'll've": "what will have","what're": "what are"= , "what've": "what have",
   &n= bsp;            = ;     "when've": "when have"<= /span>,"where'd": "where did", "where've": "where have= ",
  &nb= sp;            =       "who'll": "who wil= l","who'll've": "who will&= nbsp;have","who've= ": "who = have",
  = ;            &n= bsp;      "why'v= e": "why = ;have","will've": "will ha= ve",
  &= nbsp;           &nbs= p;       "w= ould've": "wo= uld have" ,"y'all": "= you all", "y'all'd": = "you all would",
<= div style=3D"top:532px;height:19px;" class=3D"view-line">           = ;          "y'all'd've": "you all would have","y'all're":&n= bsp;"you all are",
     &nb= sp;            =    "y'all've": "you all have", "you'd": "you would","you'd've": "you would h= ave",
  =             &nb= sp;      "you'll= ": "you = will","you'll've"<= /span>: "you wi= ll have", "you're": "= you are",
&nb= sp;            =         "you've": "= you have"}
=
<= div data-mprt=3D"4" class=3D"overlayWidgets" style=3D"width: 1242px;">
<= div data-mprt=3D"2" class=3D"overflowingContentWidgets">
Enter to Rename, Shift+Enter to Preview
<= /div>
=

<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[29]
<= /div>
<= div style=3D"position:absolute;top:95px;width:100%;height:19px;">
=
=
 
def=  cont_to_exp(= x):<= /div>
  if type(x) is str:            = ;   ###We cannot apply=  the contractions when it is with Numerical number
&= nbsp;     x=3Dx.replace('\\',''<= span class=3D"mtk1">)
  for key in contractions:
    values=3Dcontractions[key]=
    x=3Dx.replace(key,values)
=     return
  else:
&nbs= p;   return x
=
<= canvas class=3D"decorationsOverviewRuler" aria-hidden=3D"true" width=3D"14"= height=3D"200" style=3D"position: absolute; transform: translate3d(0px, 0p= x, 0px); contain: strict; top: 0px; right: 0px; width: 14px; height: 200px;= will-change: unset;">
=
Ente= r to Rename, Shift+Enter to Preview

<= /div>
<= div class=3D"cell-execution-container">
<= /div>
<= /div>
 
# Regular&nb= sp;expression for finding contractions
contractions_re=3Dre.compile('(%s)' % '|'.join(contractions.keys()))
contractions_re=
 
<= /canvas>
Ente= r to Rename, Shift+Enter to Preview

<= /div>
<= div class=3D"output-iframe-sizer">
re.=
compile(r"(ain't|'s|aren't|can't|can't've|'cause|could've|couldn't|couldn't=
've|didn't|doesn't|don't|hadn't|hadn't've|hasn't|haven't|he'd|he'd've|he'll=
|he'll've|how'd|how'd'y|how'll|I'd|I'd've|I'll|I'll've|I'm|I've|isn't|it'd|=
it'd've|it'll|it'll've|let's|ma'am|might've|must've|o'clock|she'd|she'd've|=
she'll|she'll've|should've|that'd|that'd've|there'd|there'd've|they'd|they'=
d've|they'll|they'll've|they're|they've|to've|we'd|we'd've|we'll|we'll've|w=
e're|we've|weren't|what'll|what'll've|what're|what've|when've|where'd|where=
've|who'll|who'll've|who've|why've|will've|would've|y'all|y'all'd|y'all'd'v=
e|y'all're|y'all've|you'd|you'd've|you'll|you'll've|you're|you've)",
re.UNICODE)

TEXT PREPROCESSING

=E2=86=B3 0 cells hidden
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[31]
<= /div>
<= div style=3D"position:absolute;top:95px;width:100%;height:19px;">
=
# find sentences containing HTML = ;tags
import = re
i=3D0;
for sent in product_data['ReviewTitle'].values:
   &= nbsp;if (len(re.findall(= '<.*?>', sent)= )):
       &= nbsp;print(i)
        print(sent)
=         break;
    i +=3D 1;
<= /div>
Enter to Rename, Shift+Enter to Preview
<= div class=3D"monaco-list-rows" style=3D"transform: translate3d(0px, 0px, 0p= x); overflow: hidden;">
=
=

<= div class=3D"output-iframe-container">
<= div class=3D"cell-execution-container">
<= /div>
=
=
=
 
            &= nbsp;           &nbs= p;         ####TOKENIZE#####################
 
 
 
for sent in product_data['ReviewTitle= '].values:
 &= nbsp;def cleandurl(sent): #function to clean the word of any&= nbsp;URL
    cleandu = =3D re.compile('r"http\S+"')
=     cleanurl=3D re.sub(= cleandu, ' ', sent)
    return cleanurl
=  
for sent in product_data['ReviewTitle'].values:
  def cleanlower(sent): #= function to clean and lower the sencentce
<= span>     cleandl =3D&nb= sp;re.compile('lower()')
     cleandlr=3D re.sub(cle= andl, ' ', sent)
     return cleandlr=
for sent&nb= sp;in product_= data['ReviewTitle'= ].values:
  def clean= ldigit(sent= ): #function to&= nbsp;clean the word of any digit
     cleand =3D re.compile('\w*\d\w*')
     cleandigit=3D re.sub(cleand, <= /span>' ', sent= )
     return cleandigit
<= span> 
 
for<= span class=3D"mtk1"> sent in product_data['ReviewT= itle'].values:
&nb= sp; def <= /span>cleanhtml(sent): #function to clean the word of a= ny html-tags
    clea= nr =3D re.compile('<.*?>')
    cleantext = ;=3D re.sub(cleanr, ' '<= span class=3D"mtk1">, sent)
  &= nbsp; return&= nbsp;cleantext
for sent in=  product_data['ReviewTitle'].values:
  def cleanpunc(sent): #fun= ction to clean the word of any punctuati= on or special characters<= /span>
    cleaned =3D re.sub(= r'[?|!|\'|"|#]',r<= /span>'',sent)
    cleaned =3D re.sub(r'[.|,|)|(|\|/]',r' ',cleaned)
<= span>    return  cleaned
nltk.download('stopwords')
from nltk.corpus import=  stopwords
sno = =3D nltk.stem.SnowballStemmer('english') #initialising&= nbsp;the snowball stemmer which is developed in recent years
stop=3Dset(stopwords.words('english'= ))
 
 
=  
    
=  
 
print= (stop)
print('*********************= ***************')
print(sno.stem('t= asty'))
 
 
 
 
&= nbsp;
 
 
 
    
 
=  
=
Enter to Rename, Shift+Enter to Preview

=
<= div class=3D"output-iframe-sizer">
&l=
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<ipython-input-32-eff4286d5e59>:8: DeprecationWarning:

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<ipython-input-32-eff4286d5e59>:19: DeprecationWarning:

invalid escape sequence \w


[nltk_data] Downloading =
package stopwords to /root/nltk_data...
[nltk_data]   Unzipping corpora/stopwords.zip.
{'an', 'ain', "shan't", 'don', 'and', 'now', 'be', 'ma', 'me', 'is', 'if', =
'any', "mightn't", "should've", 'wasn', 'wouldn', 'ours', 'but', 'on', 'it'=
, 'she', 's', 'm', 'been', 'herself', 're', 'each', 'after', 'you', 'up', '=
what', 'there', 'that', 'when', 't', "you've", 'doesn', 'for', 'them', 'was=
', 'themselves', "aren't", 'shan', 'him', 'who', "didn't", 'i', 'than', 'll=
', 'both', 'mustn', 'did', 'against', 'in', 'down', 'hadn', 'doing', 'few',=
 'own', 'a', 'those', "won't", 'no', 'so', "isn't", 'which', 'until', 'off'=
, 'about', 'we', 'should', 'where', 'have', 'd', 'theirs', 'some', 'too', '=
our', 'do', 'to', 'nor', 'didn', 'her', 'by', 'they', 'your', "don't", 'onc=
e', 'or', 'yourself', 'all', 'won', 'aren', 'hers', 'whom', 'does', 'not', =
'having', 'shouldn', 'this', 'further', 'at', "needn't", "that'll", 'as', '=
hasn', 'am', "hasn't", 'has', 'their', 'with', 'very', 'below', 'out', 'him=
self', 'from', 'mightn', "you'd", 'because', "wasn't", 'here', 'into', 'can=
', 'then', 'he', "wouldn't", "couldn't", 'under', 'how', 'between', "should=
n't", "weren't", 'more', 'had', 'of', 'before', 'weren', 'these', 'during',=
 'through', 'just', "it's", 'o', "she's", 'why', 'ourselves', 'same', 'its'=
, 'yourselves', 'his', 'my', 'while', 'isn', 'yours', 'y', 'such', "haven't=
", "hadn't", "you'll", 'needn', 'being', 'myself', 'are', "mustn't", "you'r=
e", 'itself', 'again', 'most', 'were', "doesn't", 'only', 'other', 'haven',=
 'couldn', 've', 'will', 'over', 'the', 'above'}
************************************
tasti
<= div class=3D"cell-execution-container">
<= /div>
<= div style=3D"position:absolute;top:95px;width:100%;height:19px;">
=
<= /div>
<= div style=3D"position:absolute;top:513px;width:100%;height:19px;">
 
= i=3D0
str1=3D' '
final_string= =3D[]
all_positive_words=3D[] # store words from +ve reviews&nbs= p;here
all_negative_words=3D[] # store words from -ve reviews&nb= sp;here.
s=3D''
for sent = ;in product_da= ta['ReviewTitle'].= values:
    filtered_sente= nce=3D[]
    #print(sent);
   = ; sent=3Dcleanhtml(sent) # remov= e HTMl tags
    = sent=3Dcleandurl(sent) # remove = URL
    sent=3Dcleanldigit= (sent) # remove digits
<= span> 
 
  =   
    for w in sent.split():
=  
     &nb= sp;  for=  cleaned_words in cleanpunc(w).split():
 &n= bsp;          if((cleaned= _words.isalpha()) & (len<= span class=3D"mtk1">(cleaned_words)>2)):    
            = ;    if(cleaned_words.lower()  not in  stop):
           &n= bsp;        s=3D(sno.stem(cleaned_w= ords.lower())).encode('utf8')
 =             &nb= sp;      filtered_sentence.append(s)
=          =            if (product_data['Rating'].values)[i]&nb= sp;=3D=3D 'positive': 
     &= nbsp;           &nbs= p;      all_positive_words.append(s) #list of all=  words used to describe positive revie= ws
   &nbs= p;            &= nbsp;   if(product_data['Rating= '].values)[i] =3D=3D 'negative':
           &n= bsp;            = ;all_negative_words.append(s) #list of all words used to de= scribe negative reviews reviews<= /span>
       &nbs= p;        else:
 &n= bsp;            = ;      continue<= /span>
       &nbs= p;    else:
     &n= bsp;          continue <= /div>
    print(filtered_sentence)
=     str1 =3D b"&= nbsp;".join(filtered_sentence) #final string of cleaned words<= /span>
    = print("***********= **********************************************= **************")
=     
   &nb= sp;final_string.append(str1)
   = ; i+=3D1
=
<= div data-mprt=3D"4" class=3D"overlayWidgets" style=3D"width: 1242px;">
<= div data-mprt=3D"2" class=3D"overflowingContentWidgets">
Enter to Rename, Shift+Enter to Preview
<= /div>
=

<= div class=3D"output-iframe-sizer">
Streaming output truncated to the last 5000 lines.
[b'good']
***********************************************************************
[b'good', b'applianc', b'kitchen', b'especi', b'fond', b'fri', b'food', b'p=
ut', b'weight', b'howev', b'tast', b'food', b'cook', b'air', b'fryer', b'go=
od', b'oil', b'fri', b'food', b'becom', b'quit', b'accustom']
***********************************************************************
[b'smart', b'look', b'easi', b'use', b'effect', b'cook']
***********************************************************************
[b'air', b'fryer', b'good', b'work', b'fine', b'consum', b'lot', b'electr',=
 b'power', b'almost', b'equal', b'oven']
***********************************************************************
[b'bought', b'last', b'month', b'use', b'much', b'tri', b'fri', b'chucken',=
 b'fish', b'fri', b'turn', b'crisp', b'good', b'impt', b'stress', b'free']
***********************************************************************
[b'good', b'use', b'product', b'includ', b'compon', b'section', b'product',=
 b'mention', b'cook', b'book', b'product', b'recevi', b'didnt']
***********************************************************************
[b'nice', b'purchas']
***********************************************************************
[b'good', b'gadget']
***********************************************************************
[b'nice', b'easi', b'use']
***********************************************************************
[b'handi']
***********************************************************************
[b'work', b'fine', b'result', b'good']
***********************************************************************
[b'superb', b'amaz', b'product']
***********************************************************************
[b'averag', b'fryer']
***********************************************************************
[b'easi', b'prepar', b'crisp', b'eat', b'healthi', b'make']
***********************************************************************
[b'great', b'devic', b'deliv', b'expect']
***********************************************************************
[b'respos', b'time', b'product', b'qualiti', b'good']
***********************************************************************
[b'product', b'review']
***********************************************************************
[b'great', b'product', b'meet', b'expect']
***********************************************************************
[b'good', b'product', b'got', b'deliveri', b'time']
***********************************************************************
[b'user', b'friend']
***********************************************************************
[b'spacious', b'healthi']
***********************************************************************
[b'good', b'product', b'reduc', b'oil', b'consumpt']
***********************************************************************
[b'excel', b'product', b'help', b'kitchenm']
***********************************************************************
[b'good', b'everi', b'household', b'kid']
***********************************************************************
[b'good', b'air', b'frier']
***********************************************************************
[b'good', b'product', b'bad', b'deliveri', b'servic']
***********************************************************************
[b'healthi', b'tastier', b'way', b'cook', b'less', b'messi']
***********************************************************************
[]
***********************************************************************
[b'good', b'buy', b'health', b'conscious', b'peopl', b'cook', b'fun', b'peo=
pl']
***********************************************************************
[b'luv', b'new', b'kitchen', b'friend']
***********************************************************************
[b'happi', b'eat']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'best']
***********************************************************************
[b'realli', b'nice', b'product', b'worth', b'buy']
***********************************************************************
[b'would', b'rate', b'good', b'air', b'fryer']
***********************************************************************
[b'nonveg', b'suitabl', b'veg']
***********************************************************************
[b'great', b'buy', b'person', b'strict', b'diabet', b'cardiac', b'diet']
***********************************************************************
[b'excel', b'item', b'bigger', b'expect']
***********************************************************************
[b'great', b'product', b'realli', b'drop', b'oil', b'consumpt']
***********************************************************************
[b'nice', b'product', b'healthi', b'cook']
***********************************************************************
[b'healthi', b'eat']
***********************************************************************
[b'afford', b'air', b'fryer', b'larg', b'capac']
***********************************************************************
[]
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'simpl', b'dial', b'easi', b'use', b'good', b'capac']
***********************************************************************
[b'good', b'buy']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good']
***********************************************************************
[b'help']
***********************************************************************
[b'good']
***********************************************************************
[b'nice']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'must', b'buy', b'afford', b'qualiti', b'product']
***********************************************************************
[b'health', b'safe', b'accessori']
***********************************************************************
[b'star']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'nice', b'util', b'valu', b'gadget', b'meet', b'requir']
***********************************************************************
[b'good']
***********************************************************************
[b'realli', b'good', b'product', b'everi', b'home']
***********************************************************************
[b'good', b'experi', b'air', b'fryer']
***********************************************************************
[b'good', b'product', b'use']
***********************************************************************
[b'ideal', b'size', b'small', b'famili']
***********************************************************************
[b'use', b'easi', b'use', b'applianc']
***********************************************************************
[b'good', b'product', b'health', b'conscious']
***********************************************************************
[b'good']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'one', b'best', b'product']
***********************************************************************
[b'nice']
***********************************************************************
[b'cool', b'product', b'weight', b'watcher']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'great', b'buy']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'worth', b'health', b'consious']
***********************************************************************
[b'nice']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'good', b'health']
***********************************************************************
[b'product', b'valu', b'money', b'recip', b'book', b'miss']
***********************************************************************
[b'good']
***********************************************************************
[b'work', b'well', b'dri', b'stuff', b'good', b'pakora', b'etc']
***********************************************************************
[b'healthi', b'cook', b'oil', b'less', b'food', b'good', b'dietnow', b'day'=
, b'lot', b'menu', b'avail', b'cook']
***********************************************************************
[b'work', b'expect', b'happi', b'product', b'decreas', b'star', b'sinc', b'=
handl', b'broken', b'deliv', b'read', b'review', b'feel', b'like', b'replac=
', b'bad', b'packag', b'amazon', b'deliv', b'faulti', b'product', b'mistak'=
]
***********************************************************************
[b'good', b'qualiti', b'less', b'oil', b'consumpt', b'easi', b'use', b'indi=
c', b'cannot', b'stop', b'timer', b'middl', b'switch', b'main', b'suppli', =
b'stop', b'middl', b'cook']
***********************************************************************
[b'healthi', b'foodeasi', b'manual', b'timer', b'bit', b'loos', b'difficult=
', b'precis', b'set']
***********************************************************************
[b'easi', b'oper', b'virtual', b'technolog', b'boneless', b'chicken', b'coo=
k', b'min', b'degre']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'product', b'work', b'per', b'expect', b'point', b'product', b'made', b'i=
ndia']
***********************************************************************
[b'work', b'advertis', b'tast', b'miss', b'that', b'mayb', b'way', b'cook']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'good', b'health', b'conscious', b'famili', b'amazon', b'deliv', b'due', =
b'date']
***********************************************************************
[b'good', b'product', b'work', b'well', b'howev', b'clean', b'food', b'rema=
in', b'basket', b'edg', b'corner', b'bit', b'problemat']
***********************************************************************
[b'inner', b'space', b'less', b'compar', b'time', b'less', b'fat', b'upto',=
 b'formul', b'base', b'product', b'tag', b'made', b'china', b'came', b'know=
', b'purchas']
***********************************************************************
[b'product', b'must', b'everi', b'household', b'happi', b'purchas', b'drawb=
ack', b'clean', b'food', b'tend', b'stick', b'grill', b'becom', b'difficult=
', b'clean']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'product', b'good', b'clean', b'damag', b'pic', b'first', b'item', b'made=
', b'could', b'anyon', b'help', b'fri', b'fyumus', b'product', b'good']
***********************************************************************
[b'air', b'fryer', b'basket', b'steel', b'lid', b'philip', b'catalogu', b'r=
ecip', b'book', b'dont', b'buy', b'onlin']
***********************************************************************
[b'product', b'good', b'overal', b'good', b'tast', b'almost', b'oil', b'lik=
e', b'eat', b'fri', b'food', b'packag', b'amazon', b'bad', b'everyth', b'se=
em', b'torn', b'disappoint', b'packag']
***********************************************************************
[b'good', b'take', b'lot', b'time', b'cook']
***********************************************************************
[b'good', b'use', b'product', b'excel', b'pack', b'time', b'deliveri', b'by=
amazon']
***********************************************************************
[b'good', b'wish', b'differ', b'design', b'mesh', b'grill', b'toast', b'pos=
sibl']
***********************************************************************
[b'consid', b'purchas', b'one', b'wanna', b'save', b'time', b'oil']
***********************************************************************
[b'nice', b'product', b'worth', b'buy', b'deliv', b'expect', b'date']
***********************************************************************
[b'receiv', b'recip', b'book', b'pleas', b'send']
***********************************************************************
[b'good', b'aid', b'cook', b'without', b'much', b'oil', b'sinc', b'heat', b=
'air', b'give', b'hygien', b'healthi', b'dish', b'ideal', b'use', b'littl',=
 b'oil', b'food', b'health', b'reason']
***********************************************************************
[b'one', b'good', b'procuct', b'one', b'buy', b'depend', b'use']
***********************************************************************
[b'one', b'nice', b'product', b'bought', b'amazon', b'simpl', b'straight', =
b'forward', b'method', b'without', b'mess', b'oil', b'fri', b'pan']
***********************************************************************
[b'product', b'good', b'perform', b'use', b'product', b'day', b'day', b'lif=
e']
***********************************************************************
[b'fin', b'near', b'exhaust', b'vent', b'broken', b'didnt', b'return', b'tr=
ivial', b'rest', b'devic', b'pristin']
***********************************************************************
[b'use', b'product', b'minimum', b'oil', b'recip', b'differ', b'result', b'=
microwav', b'grill', b'convect', b'cook', b'product', b'need', b'innov', b'=
doubl', b'layer', b'arrang', b'food', b'cook', b'vessel', b'save', b'time',=
 b'energi', b'one', b'would', b'prefer', b'switch', b'product', b'one', b's=
top', b'food', b'readi', b'allot', b'time', b'amazon', b'wonder', b'price',=
 b'deliveri', b'arrang', b'fact', b'receiv', b'damag', b'product', b'prompt=
', b'replac', b'without', b'ask', b'question', b'thank', b'amazon', b'keep'=
, b'reput', b'build', b'confid', b'indian', b'costum']
***********************************************************************
[b'digit', b'panel', b'temp', b'time', b'would', b'better', b'model']
***********************************************************************
[b'happi', b'use', b'regular', b'basi', b'cook', b'fish', b'chicken', b'fri=
', b'veget', b'take', b'optimis', b'use', b'term', b'time', b'air', b'fri',=
 b'given', b'item', b'oil', b'use', b'reduc', b'drastic', b'marin', b'impor=
t', b'step']
***********************************************************************
[b'product', b'good', b'made', b'china', b'hate', b'ciuntri', b'amazon', b'=
sell', b'product', b'although', b'purchas', b'see', b'phillip', b'brand', b=
'name']
***********************************************************************
[b'recip', b'book', b'warranti', b'card', b'found', b'miss', b'box', b'plea=
s', b'arrang', b'deliv', b'address', b'sinc', b'part', b'complet', b'packag=
', b'kind', b'resolv', b'issu', b'earliest', b'line', b'confirm', b'regard'=
, b'high', b'appreci', b'look', b'forward', b'favour', b'respons']
***********************************************************************
[b'versatil', b'product', b'easi', b'use', b'innov', b'recip', b'tri', b'op=
timum', b'util', b'ive', b'tri', b'bake', b'make', b'curri', b'fri', b'onio=
n', b'masala', b'curri', b'buy', b'accessori', b'littl', b'oil', b'need', b=
'overal', b'healthier', b'cook', b'without', b'compromis', b'tast']
***********************************************************************
[b'use', b'air', b'fryer', b'week', b'experi', b'tri', b'lot', b'around', b=
'cook', b'tri', b'everyth', b'fri', b'oven', b'cooker', b'name', b'would', =
b'test', b'air', b'fryer', b'first', b'goto', b'option', b'want', b'easi', =
b'use', b'applianc', b'get', b'best', b'tast', b'phillip', b'kill', b'model=
', b'absolut', b'delight', b'fryer', b'around', b'twist', b'recip', b'base'=
, b'need', b'easiest', b'applianc', b'use', b'cook', b'fun', b'health', b'e=
ls', b'want', b'fryer', b'put', b'delici', b'food', b'mouth', b'lol']
***********************************************************************
[b'low', b'calori', b'eat', b'bit', b'noisi', b'fish', b'finger', b'turn', =
b'extrem', b'dri', b'chicken', b'nugget', b'tasti', b'deep', b'fri', b'even=
', b'ad', b'drop', b'oil', b'small', b'portion', b'good', b'snack', b'instr=
uct', b'manual', b'littl', b'less', b'vagu']
***********************************************************************
[b'happi', b'purchas']
***********************************************************************
[b'nice']
***********************************************************************
[b'suppli', b'item', b'receiv']
***********************************************************************
[b'hard', b'use', b'oil', b'let', b'enjoy', b'mani', b'food', b'item', b'gu=
ilt', b'free']
***********************************************************************
[b'good', b'product', b'short']
***********************************************************************
[b'nice', b'product', b'per', b'expect']
***********************************************************************
[b'decent', b'product']
***********************************************************************
[b'kenstar', b'airfryer']
***********************************************************************
[b'good']
***********************************************************************
[b'product', b'per', b'expect']
***********************************************************************
[b'love', b'excel', b'deliveri', b'product', b'good', b'condit']
***********************************************************************
[b'good']
***********************************************************************
[b'great', b'product', b'accessori', b'miss']
***********************************************************************
[b'good', b'product', b'cook', b'healthi', b'option']
***********************************************************************
[b'fri', b'food', b'without', b'guilt', b'yay']
***********************************************************************
[b'good']
***********************************************************************
[b'good', b'product', b'price', b'good', b'expens', b'one']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'recip', b'book']
***********************************************************************
[b'partit', b'tray', b'bake', b'basket', b'miss']
***********************************************************************
[b'wonder', b'product', b'philip', b'easi', b'use', b'anyon', b'simpl', b'm=
ode', b'oper', b'made', b'fri', b'broast', b'cake', b'compani', b'provid', =
b'accessori', b'user', b'manual', b'type', b'prepar', b'need', b'brows', b'=
buy', b'onlin']
***********************************************************************
[b'awesom', b'budget']
***********************************************************************
[b'kent', b'air', b'fryer']
***********************************************************************
[b'amaz']
***********************************************************************
[b'good']
***********************************************************************
[b'must', b'buy', b'altern', b'fri']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'good', b'product', b'recip', b'book', b'box']
***********************************************************************
[b'good', b'must', b'includ', b'kitchen']
***********************************************************************
[b'work', b'fine', b'six', b'month']
***********************************************************************
[b'healthi', b'tasti', b'food']
***********************************************************************
[b'enjoy', b'cook']
***********************************************************************
[b'good', b'product', b'kitchen', b'oil', b'free', b'food']
***********************************************************************
[b'quit', b'good', b'cannot', b'cook', b'larg', b'quantiti', b'food']
***********************************************************************
[b'didnt', b'get', b'free', b'recip', b'booklet', b'recip']
***********************************************************************
[b'product', b'expect', b'proven', b'interest', b'cook', b'soft', b'veg', b=
'dish', b'tri', b'fish', b'chicken', b'mushroom', b'potato', b'opinion', b'=
valu', b'money', b'els', b'use', b'limit', b'clean', b'bit', b'addit', b'ef=
fort']
***********************************************************************
[b'suitab', b'product', b'famiy']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'vegetarian', b'guess', b'less', b'option', b'prepar', b'devic', b'still'=
, b'love', b'potato', b'fri', b'veggi', b'happi', b'save', b'lot', b'oil', =
b'fat', b'whenev', b'want', b'eat']
***********************************************************************
[b'definit', b'overpr', b'best', b'kitchen', b'applianc', b'ever', b'bought=
', b'cut', b'cook', b'time', b'insan', b'still', b'love', b'friend', b'kory=
o', b'someth', b'half', b'price']
***********************************************************************
[b'receiv', b'damag', b'item', b'bodi', b'heavili', b'damag', b'big', b'cra=
ck', b'visiblereturn', b'product', b'order', b'itgot', b'good', b'product',=
 b'happi', b'present', b'product']
***********************************************************************
[b'manufactur', b'provid', b'exhaust', b'booklet', b'various', b'cook', b'i=
tem']
***********************************************************************
[b'best', b'air', b'fryer']
***********************************************************************
[b'happi']
***********************************************************************
[b'item', b'get', b'stuck', b'cook', b'bottom', b'mayb', b'wrong', b'tri', =
b'method', b'updat', b'review', b'day', b'com']
***********************************************************************
[b'work']
***********************************************************************
[b'easi', b'use', b'less', b'oil']
***********************************************************************
[b'vfm', b'easi', b'use']
***********************************************************************
[b'use', b'far']
***********************************************************************
[b'work', b'well', b'advertis', b'problem', b'lever', b'hold', b'hot', b'co=
il', b'foul', b'tray', b'movement', b'push', b'back', b'bit', b'make', b'fi=
rm', b'set', b'lever', b'sure', b'user', b'problem']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'valu']
***********************************************************************
[b'good']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'easi', b'usr']
***********************************************************************
[b'good', b'product', b'simpl', b'use', b'would', b'given', b'star', b'woul=
d', b'provid', b'extra', b'non', b'stick', b'bake', b'dish']
***********************************************************************
[b'inalsa', b'air', b'excel', b'product']
***********************************************************************
[b'use', b'addit', b'kitchen', b'made', b'french', b'fri', b'came', b'prett=
i', b'good', b'given', b'quantiti', b'oil', b'use', b'still', b'need', b'tr=
i', b'stuff', b'though', b'disappoint', b'size', b'devic', b'compar', b'coo=
k', b'capac', b'felt', b'littl', b'big']
***********************************************************************
[b'buyingwort']
***********************************************************************
[b'american', b'micron']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'fri', b'mess', b'oil', b'add', b'face', b'valu', b'kitchen', b'love', b'=
coz', b'never', b'fri', b'fish', b'skin', b'intact', b'like', b'valu', b'mo=
ney']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good']
***********************************************************************
[b'good']
***********************************************************************
[b'well', b'good', b'chicken', b'grill']
***********************************************************************
[b'airfryer', b'work', b'well', b'follow', b'instruct', b'problem', b'remem=
b', b'log', b'philip', b'regist', b'product', b'avail', b'warranti', b'serv=
ic']
***********************************************************************
[b'cool', b'product']
***********************************************************************
[b'excel', b'use', b'day', b'deliveri', b'prepar', b'delici', b'poteto', b'=
chip', b'use', b'poteto', b'chip', b'cutterwith', b'use', b'minimum', b'oil=
', b'much', b'smell', b'smoke', b'crunchi', b'total', b'dri', b'tri', b'pre=
par', b'thing']
***********************************************************************
[b'qualiti', b'product']
***********************************************************************
[b'healthi', b'option']
***********************************************************************
[b'fit', b'finish', b'upto', b'mark']
***********************************************************************
[b'best', b'qualiti']
***********************************************************************
[b'best', b'buy']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'use']
***********************************************************************
[b'use', b'three', b'month', b'kid', b'love', b'favourit', b'snack', b'fren=
ch', b'fri', b'pizza', b'etc', b'done', b'superbl', b'well', b'parent', b'g=
uilt', b'give', b'much', b'oili', b'stuff']
***********************************************************************
[b'nice', b'expect']
***********************************************************************
[b'good', b'product', b'visibl', b'insid', b'make', b'user', b'friend']
***********************************************************************
[b'definit', b'worth', b'buy', b'made', b'french', b'fri', b'nugget', b'rea=
lli', b'come', b'good', b'healthi', b'oil', b'also', b'cold', b'storag', b'=
product', b'get', b'like', b'yummi', b'tri', b'crisp', b'delici', b'hassl',=
 b'keep', b'timer', b'readi', b'eat']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'nice']
***********************************************************************
[b'work', b'fine', b'make', b'unfri', b'fri', b'etc', b'think', b'better', =
b'buy', b'anot', b'brand', b'cheaper', b'price', b'clear', b'tec', b'stuff'=
, b'bascial', b'oven', b'blower', b'top', b'concept', b'work', b'beauti']
***********************************************************************
[b'damag', b'product']
***********************************************************************
[b'could', b'rate', b'cook', b'tasti', b'healthi', b'food', b'clean', b'big=
', b'task', b'food', b'get', b'stuck', b'mesh', b'countri', b'dont', b'even=
', b'provid', b'separatot']
***********************************************************************
[b'thumb', b'couldnt', b'ask', b'price']
***********************************************************************
[b'worthi', b'product']
***********************************************************************
[b'good']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'good', b'choic']
***********************************************************************
[b'product', b'good', b'time', b'frame', b'mention', b'adequ', b'keep', b'l=
onger', b'told', b'guidelin', b'plus', b'main', b'disadvantag', b'electr', =
b'wire', b'realli', b'small', b'small', b'mean', b'small', b'conveni', b'fa=
ce', b'problem']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'must', b'buy']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'excel']
***********************************************************************
[b'good']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'good', b'qualiti', b'finish', b'workmanship', b'excel']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'descent', b'product']
***********************************************************************
[b'conveni', b'carefre']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'best', b'airfryer']
***********************************************************************
[b'health', b'point', b'view', b'excel', b'tast', b'upto', b'equal', b'fire=
', b'fri']
***********************************************************************
[b'got', b'airfryer', b'lowest', b'princ', b'amazon', b'thank', b'lot', b'a=
mazon', b'seller', b'forgot', b'send', b'recip', b'book', b'download', b'ne=
t', b'one', b'star', b'less', b'amul', b'frenchfri', b'though', b'cost', b'=
came', b'best', b'samosa', b'use', b'home', b'made', b'masala', b'cost', b'=
switzsheet', b'quit', b'good', b'groundnut', b'tri', b'veg', b'kebab', b'in=
dian', b'snack', b'soon', b'simpl', b'use', b'work', b'perfect', b'satisfi'=
, b'philip', b'air', b'fryer', b'point', b'buy', b'big', b'brand', b'india'=
, b'also', b'sell', b'made', b'china', b'item', b'bewar', b'lure', b'airfry=
er', b'led', b'button', b'led', b'screen', b'touch', b'screen', b'interfac'=
, b'bought', b'wash', b'machin', b'base', b'damn', b'machin', b'work', b'tw=
ice', b'later', b'led', b'screen', b'glow', b'superbl', b'wash', b'mechan',=
 b'repair', b'mechan', b'said', b'worthless', b'point', b'repair', b'mechan=
', b'led', b'glow', b'superbl', b'digit', b'display', b'show', b'select', b=
'clear', b'perhap', b'minor', b'problem', b'product', b'new', b'repair', b'=
mechan', b'repli', b'led', b'mobil', b'phone', b'electron', b'watch', b'was=
hingthen', b'bought', b'brand', b'microwav', b'oven', b'use', b'year', b'da=
mag', b'led', b'panel', b'got', b'damag', b'chang', b'wold', b'cost', b'wel=
l', b'cost', b'new', b'brand', b'microwav', b'differ', b'usabl', b'user', b=
'experi', b'reliabl', b'usabl', b'slick', b'led', b'panel', b'led', b'light=
', b'cool', b'button', b'user', b'experi', b'total', b'worthless', b'someda=
y', b'top', b'indian', b'brand', b'like', b'bajaj', b'prestig', b'may', b'r=
eleas', b'airfrier', b'good', b'philp', b'best', b'choic']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'great', b'kitchen', b'gadget']
***********************************************************************
[b'decent', b'product']
***********************************************************************
[b'great']
***********************************************************************
[b'awesom', b'budget']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'applianc', b'amaz', b'easili', b'one', b'best', b'purchas', b'decis', b'=
made', b'recent', b'time', b'product', b'deliveri', b'fast', b'packag', b'g=
ood', b'howev', b'one', b'clamp', b'hold', b'heat', b'coil', b'place', b'co=
me', b'push', b'back', b'place', b'manual', b'broken']
***********************************************************************
[b'valu', b'money', b'product']
***********************************************************************
[b'satisfi', b'product', b'want', b'enquir']
***********************************************************************
[b'product', b'good']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'easi', b'handl']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'good', b'product', b'light', b'weight', b'easi', b'clean']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'product', b'nice', b'top', b'class', b'one', b'extra', b'star', b'amazon=
', b'servic', b'care', b'handl', b'brought', b'time', b'got', b'best', b'pr=
ice', b'compar', b'market', b'silicon', b'brush', b'must', b'unless', b'wan=
t', b'hand', b'dirti', b'pros', b'con', b'product', b'free', b'foodfrozen',=
 b'food', b'cook', b'without', b'effort', b'take', b'littl', b'space', b'co=
mpar', b'compani', b'oxi', b'fryer', b'lot', b'time', b'cook', b'advis', b'=
morn', b'hour', b'weekday', b'limit', b'food', b'recip', b'becoz', b'vegeta=
rian', b'air', b'fryer', b'holder', b'frequent', b'drop', b'pull', b'put', =
b'meal', b'tray', b'fryer', b'worri', b'push', b'back', b'effect', b'produc=
t', b'length', b'cabl', b'cord', b'short', b'dont', b'tri', b'make', b'stuf=
', b'paratha', b'fryer', b'would', b'disappoint', b'tri', b'didnt', b'like'=
]
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'easi', b'cook']
***********************************************************************
[]
***********************************************************************
[b'nice', b'product', b'philip']
***********************************************************************
[b'product', b'exact', b'say', b'gonna', b'less', b'oil', b'less', b'oil', =
b'less', b'oil', b'reason', b'would', b'give', b'rate', b'clean', b'get', b=
'realli', b'difficult', b'clean', b'metal', b'rack', b'real', b'painhop', b=
'philip', b'come', b'better', b'way', b'futur']
***********************************************************************
[b'check', b'one', b'temperatur', b'degre', b'celsius']
***********************************************************************
[b'good']
***********************************************************************
[b'philip', b'start', b'includ', b'multipl', b'clean', b'brush', b'great', =
b'product', b'clean', b'use', b'deterr', b'use', b'frequent']
***********************************************************************
[b'great', b'non', b'vegetarian', b'satisfactori', b'vegetarian', b'dish', =
b'conclus', b'thumb']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'air', b'fryer', b'work', b'well', b'howev', b'steam', b'function', b'per=
form', b'project']
***********************************************************************
[b'good', b'purchas']
***********************************************************************
[b'nice', b'air', b'fryer', b'dont', b'expect', b'make', b'good', b'french'=
, b'fri', b'basket', b'adequ', b'size', b'tend', b'attract', b'lot', b'crum=
b', b'greas', b'slight', b'hard', b'clean', b'maintain', b'proper', b'durab=
l', b'great', b'mine', b'last', b'two', b'year']
***********************************************************************
[b'good', b'price', b'point']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'go', b'use', b'prepar', b'small', b'quantiti', b'worth', b'use', b'larg'=
, b'quantiti', b'food', b'hour', b'usag', b'good', b'reduc', b'amount', b'o=
il', b'consum']
***********************************************************************
[b'gud', b'purchas']
***********************************************************************
[b'first', b'time', b'bought', b'air', b'fryer', b'wish', b'come', b'cooker=
i', b'book', b'indian', b'dish', b'small', b'chit', b'come', b'help', b'boo=
k', b'hard', b'use', b'watch', b'youtub', b'video', b'experi', b'sinc', b'u=
se', b'model', b'set', b'use', b'fri', b'readi', b'cook', b'kebab', b'work'=
, b'well', b'howev', b'make', b'poori', b'yet', b'crack', b'formula']
***********************************************************************
[b'bought', b'air', b'fryer', b'main', b'good', b'review', b'usual', b'air'=
, b'fryer', b'ive', b'come', b'across', b'tend', b'deterior', b'overtim', b=
'hope', b'last', b'first', b'one', b'amazon', b'ship', b'broken', b'get', b=
'replac', b'con', b'think', b'handl', b'flimsi', b'pretti', b'sure', b'get'=
, b'broken', b'point', b'far', b'good', b'overal', b'big', b'thumb', b'bran=
d']
***********************************************************************
[b'wonder', b'experi']
***********************************************************************
[b'handi', b'product', b'gurante', b'good', b'health']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'good', b'product', b'complaint']
***********************************************************************
[]
***********************************************************************
[b'afford', b'air', b'fryer', b'larg', b'capac']
***********************************************************************
[b'good', b'item', b'expect', b'prompt', b'deleveri']
***********************************************************************
[b'healthi', b'eat']
***********************************************************************
[b'nice', b'product', b'healthi', b'cook']
***********************************************************************
[b'user', b'friend']
***********************************************************************
[b'good', b'least', b'oil', b'consumpt']
***********************************************************************
[b'product', b'review']
***********************************************************************
[b'good', b'choic']
***********************************************************************
[b'spacious', b'healthi']
***********************************************************************
[b'deliv', b'list', b'product', b'amaz']
***********************************************************************
[b'good', b'choic']
***********************************************************************
[b'superb', b'amaz', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'handi']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'perhap', b'use', b'veg', b'stuff']
***********************************************************************
[b'nice', b'purchas']
***********************************************************************
[b'experi', b'till', b'good', b'cook', b'lot', b'thing', b'littl', b'oil', =
b'tast', b'rather', b'good', b'easi', b'use', b'difficult', b'clean', b'goo=
d', b'famili']
***********************************************************************
[b'averag', b'fryer']
***********************************************************************
[b'good', b'product', b'reduc', b'oil', b'consumpt']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'good', b'everi', b'household', b'kid']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'excel', b'low', b'fat', b'fri', b'option', b'allow', b'indulg', b'withou=
t', b'feel', b'guilti', b'easi', b'use']
***********************************************************************
[b'inalsa', b'air', b'fryer']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'must', b'buy', b'afford', b'qualiti', b'product']
***********************************************************************
[b'good', b'buy']
***********************************************************************
[b'simpl', b'dial', b'easi', b'use', b'good', b'capac']
***********************************************************************
[b'health', b'safe', b'accessori']
***********************************************************************
[b'star']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'philip', b'qualiti']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'amaz', b'product', b'recommend']
***********************************************************************
[b'good', b'product', b'use', b'non', b'vegetarian']
***********************************************************************
[b'nice']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'nice']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'good']
***********************************************************************
[b'good', b'noisi']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good']
***********************************************************************
[b'use', b'product', b'awesom']
***********************************************************************
[b'amaz', b'item', b'amaz', b'technolog', b'superb', b'food', b'qualiti', b=
'super', b'healthi', b'chicken', b'basket', b'home', b'left', b'hand', b'ga=
me']
***********************************************************************
[b'ideal', b'size', b'small', b'famili']
***********************************************************************
[b'great', b'product', b'made', b'paneer', b'tika', b'finger', b'chip', b't=
ast', b'awson', b'dint', b'use', b'oil', b'also']
***********************************************************************
[b'satisfi', b'three', b'product', b'could', b'better']
***********************************************************************
[b'regret', b'fine', b'product', b'philip', b'use', b'like', b'cook']
***********************************************************************
[b'work', b'well', b'build', b'qualiti', b'good', b'valu', b'money', b'thou=
gh', b'similar', b'product', b'avail', b'market', b'much', b'cheaper', b'co=
st']
***********************************************************************
[b'excel', b'product', b'amaz', b'cook', b'use', b'virtual', b'addit', b'oi=
l', b'problem', b'clean', b'tray', b'cook', b'done', b'overal', b'good']
***********************************************************************
[b'good', b'deal']
***********************************************************************
[b'easi', b'use', b'good', b'look']
***********************************************************************
[b'good', b'product', b'want', b'feel', b'less', b'guilti', b'eat', b'fri',=
 b'stuff', b'amazon', b'deliveri', b'system', b'also', b'good', b'would', b=
'want', b'addit', b'accessori', b'like', b'bake', b'plate', b'separ', b'etc=
', b'also', b'separ', b'avail']
***********************************************************************
[b'clean', b'difficult', b'food', b'get', b'dri']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'good', b'wish', b'cuisin', b'book', b'along', b'product']
***********************************************************************
[b'unabl', b'regist']
***********************************************************************
[b'use']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'great', b'product', b'well', b'packag', b'satisfi', b'cook', b'result', =
b'make', b'great', b'french', b'fri', b'thing', b'warranti', b'card', b'com=
e', b'stamp', b'date', b'stamp', b'signatur']
***********************************************************************
[b'good', b'air', b'fryer']
***********************************************************************
[b'good', b'one']
***********************************************************************
[b'good', b'origin', b'product', b'excel', b'servic', b'usual', b'amazon', =
b'take', b'least', b'min', b'cook', b'anyth', b'tast', b'better', b'expect'=
, b'clear', b'differ', b'compar', b'deep', b'fri', b'stuff', b'power', b'sw=
itch', b'short', b'power', b'cord', b'minor', b'issu', b'work', b'amp', b'p=
ricey', b'compar', b'competit']
***********************************************************************
[b'good']
***********************************************************************
[b'definit', b'healthier', b'option']
***********************************************************************
[b'worth', b'good', b'qualiti']
***********************************************************************
[b'healthi', b'cook', b'review', b'use']
***********************************************************************
[b'safe', b'handl', b'easi', b'clean']
***********************************************************************
[b'great', b'qualiti']
***********************************************************************
[b'stay', b'healthi', b'inalsa', b'air', b'fryer']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[]
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'great', b'buy']
***********************************************************************
[b'warranti']
***********************************************************************
[b'good']
***********************************************************************
[b'gud', b'one']
***********************************************************************
[b'good', b'valu', b'money', b'air', b'fryer', b'multipurpos', b'great', b'=
recip', b'found', b'claim', b'compani']
***********************************************************************
[b'user', b'friend']
***********************************************************************
[b'good', b'want', b'avoid', b'oil', b'bit', b'oil', b'coat', b'improv', b'=
tast']
***********************************************************************
[b'would', b'rate', b'good', b'air', b'fryer']
***********************************************************************
[b'best']
***********************************************************************
[b'less', b'oil', b'item', b'made', b'unit', b'good']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'happi', b'eat']
***********************************************************************
[b'worth', b'money']
***********************************************************************
[b'perfect', b'product', b'healthi', b'life']
***********************************************************************
[]
***********************************************************************
[b'great', b'buy']
***********************************************************************
[b'good', b'one', b'worth']
***********************************************************************
[b'healthi', b'item', b'tast', b'bit', b'dri', b'less', b'oil', b'take', b'=
get', b'use', b'tast']
***********************************************************************
[b'nice', b'valu', b'money']
***********************************************************************
[b'warranti', b'provid']
***********************************************************************
[b'result', b'match', b'product', b'descript', b'oil', b'less', b'fri', b'e=
xcel', b'tast', b'deliveri', b'late', b'amazon', b'chang']
***********************************************************************
[b'perfect', b'price', b'work', b'expect', b'high', b'recommend']
***********************************************************************
[b'know', b'use', b'proper', b'way', b'get', b'tasti', b'food', b'import']
***********************************************************************
[b'easi', b'use', b'hard', b'notic', b'sound']
***********************************************************************
[b'nice', b'conveni', b'eat', b'guiltfre']
***********************************************************************
[b'must', b'buy', b'dont', b'big', b'brand', b'fanci', b'cosmet']
***********************************************************************
[b'pleas', b'note', b'air', b'fryer', b'pan', b'fit', b'proper']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'buy']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'fri', b'without', b'oil', b'import', b'thing']
***********************************************************************
[b'help']
***********************************************************************
[b'valu', b'money', b'air', b'fryer']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'look', b'good']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'beginn']
***********************************************************************
[b'unpack', b'use', b'printout', b'must']
***********************************************************************
[b'took', b'almost', b'week', b'decid', b'buy', b'kenstar', b'howev', b'pre=
fer', b'philip', b'kenstar', b'year', b'warranti', b'product', b'nice', b'd=
eliveri', b'time', b'packag', b'perfect', b'recip', b'book', b'also', b'inc=
lud', b'issu', b'product', b'messh', b'non', b'stick', b'cook', b'chicken',=
 b'stick', b'also', b'clean', b'take', b'almost', b'minut', b'everytim', b'=
rest', b'product', b'fine', b'everi', b'recip', b'tri', b'per', b'cook', b'=
book', b'came', b'perfect', b'tasti', b'perfect', b'tandoori', b'chicken', =
b'fish', b'tikka', b'home', b'made', b'mathri', b'well']
***********************************************************************
[b'good']
***********************************************************************
[b'good', b'wnd', b'budget', b'friend']
***********************************************************************
[b'good']
***********************************************************************
[b'impress', b'cost']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'good']
***********************************************************************
[b'great', b'servic', b'custom']
***********************************************************************
[b'good', b'price']
***********************************************************************
[b'easi', b'use', b'use', b'last', b'five', b'year', b'cook', b'air', b'fry=
er', b'mean', b'fri', b'fish', b'even', b'work', b'help', b'reduc', b'oil',=
 b'usag', b'save', b'time', b'kitchen', b'use', b'liquid', b'soap', b'brush=
', b'clean', b'warm', b'water', b'also', b'use', b'silicon', b'brush', b'fo=
odgrad', b'light', b'brush', b'oil', b'use', b'pair', b'steel', b'tong', b'=
turn', b'item', b'fri', b'need', b'valu', b'money', b'good', b'health']
***********************************************************************
[b'eleg', b'red', b'air', b'fryer', b'must', b'buy']
***********************************************************************
[b'air', b'fryer', b'sop']
***********************************************************************
[b'good', b'one']
***********************************************************************
[b'first', b'got', b'broken', b'one', b'rsise', b'replac', b'got', b'replac=
', b'within', b'week', b'mani', b'thank', b'amazon', b'guess', b'time', b'p=
roduct', b'good', b'one', b'broken', b'thank', b'lot', b'come', b'product',=
 b'awesom', b'pretti', b'impress', b'fri', b'look', b'food', b'minimum', b'=
oil']
***********************************************************************
[b'far', b'good', b'use', b'week', b'though']
***********************************************************************
[b'great']
***********************************************************************
[b'good', b'product', b'qualiti']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'best', b'thing', b'healthi', b'cook']
***********************************************************************
[b'nice', b'easi', b'use', b'make', b'food', b'real', b'fast', b'crispi']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'love', b'meal', b'much', b'healthier', b'guilt', b'free', b'one', b'comp=
laint', b'imposs', b'touch', b'minut', b'heat', b'ive', b'burnt', b'hand', =
b'mani', b'time', b'open', b'airfryer', b'cook', b'sudden', b'gush', b'hot'=
, b'air', b'shock']
***********************************************************************
[b'build', b'qualiti', b'also', b'good', b'price']
***********************************************************************
[b'mark']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'good']
***********************************************************************
[b'must', b'applianc']
***********************************************************************
[b'best', b'product', b'excel', b'qualiti']
***********************************************************************
[b'good', b'enough', b'fat', b'free', b'diet', b'noth', b'over', b'differ',=
 b'use', b'microwav', b'grill', b'alreadi', b'one']
***********************************************************************
[b'satisfi']
***********************************************************************
[b'expect', b'jan', b'deal']
***********************************************************************
[b'good', b'product', b'easi', b'use', b'clean']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'review', b'month', b'regular', b'built', b'qualiti', b'sturdi', b'well',=
 b'built', b'knob', b'handl', b'pretti', b'solid', b'use', b'pleas', b'note=
', b'that', b'fryer', b'use', b'fri', b'french', b'fri', b'aloo', b'tikki',=
 b'kabab', b'frozen', b'chicken', b'veg', b'snack', b'cannot', b'use', b'fr=
i', b'pakora', b'drip', b'snack', b'sprinkl', b'littl', b'oil', b'butter', =
b'doesnt', b'stick', b'steel', b'tray', b'snack', b'put', b'work', b'heat',=
 b'coil', b'fan', b'top', b'temperatur', b'nob', b'timer', b'tray', b'pull'=
, b'remov', b'mechan', b'metal', b'mesh', b'grill', b'snack', b'put', b'fri=
', b'take', b'lot', b'time', b'fri', b'anyth', b'normal', b'hara', b'bhara'=
, b'kabab', b'take', b'around', b'min', b'cook', b'youll', b'end', b'fri', =
b'tradit', b'kadai', b'save', b'time', b'card', b'given', b'fryer', b'speci=
fi', b'amount', b'time', b'heat', b'intens', b'requir', b'cook', b'snack', =
b'chicken', b'veg', b'dish', b'fryer', b'still', b'far', b'perfect', b'grea=
t', b'start', b'happi', b'product', b'dont', b'confus', b'oven', b'cannot',=
 b'use', b'heat', b'thing', b'like', b'review', b'find', b'help', b'click',=
 b'yes', b'button']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'great', b'air', b'fryer', b'work', b'nice', b'look', b'great']
***********************************************************************
[b'near', b'perfect']
***********************************************************************
[b'happi', b'product', b'deliv', b'time']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'good', b'product', b'great', b'price']
***********************************************************************
[b'took', b'almost', b'day', b'air', b'fryer', b'reach', b'time', b'order',=
 b'anyway', b'quit', b'happi', b'air', b'fryer', b'deliv', b'use', b'tool',=
 b'everi', b'kitchen', b'though', b'work', b'poori', b'make', b'great', b'f=
rench', b'fri', b'cutlet', b'croquett', b'fri', b'chicken', b'paneer', b'wi=
thout', b'oil', b'koorkur', b'bhindi', b'came', b'pretti', b'good', b'half'=
, b'teaspoon', b'oil', b'pre', b'mix', b'besan', b'yes', b'littl', b'chewi'=
, b'side', b'that', b'teeni', b'bit', b'compromis', b'use', b'fryer', b'ext=
ens', b'saut', b'veggi', b'cauliflow', b'karela', b'cook', b'indian', b'foo=
d', b'sprinkl', b'littl', b'water', b'afterward', b'fryer', b'tend', b'dehy=
dr', b'veggi']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'french', b'fri', b'dont', b'work', b'perfect', b'crunch', b'advertis', b=
'otherwis', b'great', b'oil', b'free', b'cook', b'altern']
***********************************************************************
[b'good', b'best']
***********************************************************************
[b'good', b'product', b'valu', b'money', b'deal']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'heathi', b'altern']
***********************************************************************
[b'smart', b'use', b'oil', b'free', b'cook']
***********************************************************************
[b'poor', b'kitchen', b'inalsa', b'airfrier']
***********************************************************************
[b'marvel', b'trustabl', b'product']
***********************************************************************
[b'good']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'decent', b'buy']
***********************************************************************
[b'worth', b'buy']
***********************************************************************
[b'almost', b'perfect', b'airfryer']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'good', b'qualiti', b'product', b'use', b'make', b'healthi', b'snack']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'valu', b'money', b'air', b'fryer']
***********************************************************************
[b'good', b'product', b'great', b'price']
***********************************************************************
[b'fri', b'without', b'oil', b'import', b'thing']
***********************************************************************
[b'air', b'fryer', b'differ', b'seller']
***********************************************************************
[b'handi', b'product', b'gurante', b'good', b'health']
***********************************************************************
[b'valu', b'money', b'product']
***********************************************************************
[b'fryer', b'review']
***********************************************************************
[b'receiv', b'broken', b'handlehav', b'put', b'return', b'request']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'fine', b'mention', b'warranti', b'card', b'product', b'dealer', b'arrang=
', b'per', b'practic', b'representatorfrom', b'compani', b'visit', b'demo',=
 b'noth', b'happen', b'far', b'hope', b'make', b'arrang', b'thank']
***********************************************************************
[b'marvel', b'trustabl', b'product']
***********************************************************************
[b'healthi', b'option', b'cook', b'great', b'valu']
***********************************************************************
[b'good', b'best']
***********************************************************************
[b'sturdi', b'util', b'product']
***********************************************************************
[b'good', b'one']
***********************************************************************
[b'good', b'buy']
***********************************************************************
[b'damag', b'product', b'reciev', b'weak', b'handl']
***********************************************************************
[b'sturdi', b'util', b'product']
***********************************************************************
[b'healthi', b'option', b'cook', b'great', b'valu']
***********************************************************************
[b'easi', b'use', b'worthi', b'money']
***********************************************************************
[b'damag', b'product', b'reciev', b'weak', b'handl']
***********************************************************************
[b'good', b'buy']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'one']
***********************************************************************
[b'actual', b'purchas', b'realli', b'good', b'heat', b'puff', b'bake', b'ca=
ke', b'recommend', b'make', b'french', b'fri', b'worst', b'week', b'use', b=
'make', b'grill', b'chicken', b'come', b'superb', b'philip', b'air', b'frye=
r', b'work', b'fine', b'microwav', b'cannot', b'stuff', b'micro', b'air', b=
'fryer', b'accumul', b'quantiti', b'love', b'keep', b'thing', b'best', b'sm=
art', b'friend', b'home']
***********************************************************************
[b'great', b'buy']
***********************************************************************
[b'satisfi']
***********************************************************************
[b'purchas', b'great', b'expect', b'septemb', b'thank', b'courier', b'compa=
ni', b'read', b'blue', b'dart', b'deliv', b'octob', b'though', b'ship', b's=
eptemb', b'tri', b'simpl', b'home', b'made', b'potato', b'chip', b'afternoo=
n', b'sever', b'tri', b'half', b'bake', b'burn', b'chip', b'came', b'discov=
', b'fan', b'work', b'blow', b'rapid', b'hot', b'air', b'contact', b'philli=
p', b'consum', b'care', b'replac', b'till', b'octob', b'noth', b'happen', b=
'deserv', b'zero', b'star', b'rate', b'couldnt', b'option', b'total', b'hat=
e', b'review', b'one', b'usual', b'give', b'negat', b'review', b'angri', b'=
forgot', b'comment', b'happi', b'initi', b'hiccup', b'philip', b'replac', b=
'product', b'new', b'one', b'good', b'run', b'fine', b'still', b'today', b'=
machin', b'job', b'meant', b'think', b'machin', b'damag', b'way', b'deliver=
i', b'bhiwandi', b'kolkata', b'back', b'bhiwandi', b'back', b'kolkata', b'f=
inal', b'deliv', b'bycycl', b'damag', b'carton', b'courier', b'compani', b'=
blue', b'dart', b'didnt', b'abl', b'find', b'kolkata', b'address', b'send',=
 b'back', b'product', b'amazon', b'though', b'previous', b'deliv', b'lot', =
b'packag', b'address', b'anyway', b'thumb', b'philip', b'product', b'servic=
']
***********************************************************************
[b'must', b'applianc']
***********************************************************************
[b'mark']
***********************************************************************
[b'seem', b'good']
***********************************************************************
[b'product']
***********************************************************************
[b'truli', b'amaz', b'product']
***********************************************************************
[b'almost', b'perfect', b'airfryer']
***********************************************************************
[b'seem', b'good']
***********************************************************************
[b'easi', b'use', b'worthi', b'money']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'paisa', b'vasool', b'great', b'product', b'simpl', b'use']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'poor', b'kitchen', b'inalsa', b'airfrier']
***********************************************************************
[b'product', b'qualiti', b'top', b'class', b'usag', b'limit']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'run', b'food', b'blog', b'www', b'eatlivecook', b'com', b'foodi', b'howe=
v', b'also', b'overweight', b'exercis', b'keep', b'weight', b'control', b'b=
ought', b'air', b'fryer', b'saw', b'commerci', b'time', b'honest', b'skepti=
c', b'gadget', b'claim', b'made', b'thank', b'amazon', b'gadget', b'deliv',=
 b'two', b'dayssinc', b'air', b'fri', b'lot', b'usual', b'store', b'bought'=
, b'fri', b'turn', b'great', b'store', b'bought', b'chicken', b'nugget', b'=
real', b'fun', b'began', b'tri', b'experi', b'other', b'recip', b'air', b'f=
ri', b'fish', b'fillet', b'instead', b'pan', b'fri', b'turn', b'great', b'e=
ven', b'air', b'fri', b'stuf', b'pomfret', b'recip', b'air', b'fryer', b'in=
struct', b'found', b'www', b'eatlivecook', b'com', b'html', b'food', b'air'=
, b'fri', b'close', b'real', b'thing', b'except', b'store', b'bought', b'fr=
i', b'turn', b'crispi', b'definit', b'cannot', b'compar', b'deep', b'fri', =
b'fri', b'said', b'ever', b'back', b'deep', b'fri', b'food', b'chancefew', =
b'use', b'oil', b'spray', b'basket', b'prevent', b'food', b'stick', b'also'=
, b'use', b'oil', b'spray', b'spray', b'food', b'ensur', b'oil', b'usag', b=
'minimumwil', b'keep', b'experi', b'post', b'air', b'fryer', b'version', b'=
tradit', b'fri', b'recip', b'soonoveral', b'great', b'product', b'deliv']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'good', b'oper', b'maintain', b'vfm']
***********************************************************************
[b'fryer', b'review']
***********************************************************************
[b'heathi', b'altern']
***********************************************************************
[b'good']
***********************************************************************
[b'smart', b'use', b'oil', b'free', b'cook']
***********************************************************************
[b'qualiti', b'product']
***********************************************************************
[b'timer', b'work', b'order', b'replac']
***********************************************************************
[b'good']
***********************************************************************
[b'use', b'member', b'famili']
***********************************************************************
[b'great', b'buy', b'versatil']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'quit', b'decent', b'could', b'come', b'addit', b'tray']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'heat', b'power', b'oven', b'easili', b'substitut', b'deep', b'fri', b'oi=
l']
***********************************************************************
[b'truli', b'amaz', b'product']
***********************************************************************
[b'product']
***********************************************************************
[b'good', b'valu', b'money']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'decent', b'buy']
***********************************************************************
[b'worth', b'buy']
***********************************************************************
[b'qualiti', b'product', b'philip']
***********************************************************************
[b'like', b'much']
***********************************************************************
[b'good', b'product', b'valu', b'money']
***********************************************************************
[b'easi', b'use', b'great', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'product', b'easi', b'use', b'food', b'free', b'oil']
***********************************************************************
[b'wonder', b'product']
***********************************************************************
[b'superb', b'product', b'help', b'promot', b'healthi', b'cook', b'healthi'=
, b'eat']
***********************************************************************
[b'excel']
***********************************************************************
[b'awesom']
***********************************************************************
[b'good', b'product', b'excel', b'health', b'conscious', b'peopl']
***********************************************************************
[b'use', b'sinc', b'last', b'year', b'amaz', b'qualiti']
***********************************************************************
[b'satisfi']
***********************************************************************
[b'good', b'product', b'expect', b'deliveri', b'time']
***********************************************************************
[b'everi', b'far', b'good', b'thank']
***********************************************************************
[]
***********************************************************************
[b'fun', b'easi', b'use', b'clean', b'product']
***********************************************************************
[b'nice', b'price']
***********************************************************************
[b'great', b'product', b'best', b'price', b'amazon', b'rock']
***********************************************************************
[b'best', b'rang']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'airfryer', b'liter', b'save', b'heart', b'attack', b'fast', b'econom', b=
'use', b'littl', b'oil', b'work', b'almost', b'anythingid', b'recommend', b=
'one', b'everyon', b'great', b'way', b'stay', b'healthi', b'still', b'enjoy=
', b'realli', b'good', b'fri', b'food', b'tablespoon', b'oil', b'trick', b'=
especi', b'great', b'make', b'snack']
***********************************************************************
[b'less', b'amount', b'oil', b'thought', b'food', b'would', b'tast', b'good=
', b'wasnt', b'phillip', b'air', b'fryer', b'good', b'job']
***********************************************************************
[b'good', b'product', b'satisfi', b'amazon', b'servic']
***********************************************************************
[b'wonder', b'buy', b'much', b'fri', b'food', b'want', b'without', b'actual=
', b'fri', b'oil']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'excel', b'product', b'good', b'health', b'receiv', b'partit', b'slide', =
b'fryer']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'ecel', b'gadget', b'home', b'eas', b'oper', b'use', b'amazon', b'made', =
b'easier', b'one', b'without', b'hassel', b'happi', b'cook']
***********************************************************************
[b'good']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'amaz', b'product', b'deliveri', b'packag', b'also', b'good', b'didnt', b=
'contain', b'brush', b'accessori', b'need', b'buy', b'separ', b'though', b'=
check', b'croma', b'said', b'accessori', b'includ', b'devic', b'almost', b'=
differ', b'bug', b'market', b'amazon', b'price', b'prefer', b'cook', b'real=
li', b'magic', b'devic', b'tri', b'mani', b'thing', b'like', b'pani', b'poo=
ri', b'chees', b'shot', b'cours', b'french', b'fri', b'crispi', b'bhindi', =
b'bread', b'roll', b'everi', b'thing', b'perfect', b'tast', b'light', b'ini=
ti', b'doubt', b'full', b'buy', b'realli', b'happi', b'best', b'easi', b'us=
e', b'clean', b'one', b'drawback', b'short', b'cord']
***********************************************************************
[b'littl', b'bit', b'expens', b'worth', b'money']
***********************************************************************
[b'good']
***********************************************************************
[b'realli', b'good', b'well', b'price', b'well', b'super', b'packaginf']
***********************************************************************
[b'want', b'anoth', b'price']
***********************************************************************
[b'amazon', b'good', b'servic', b'support', b'team', b'realli', b'impress',=
 b'promt', b'servic', b'keep', b'thank']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'nice']
***********************************************************************
[b'great', b'way', b'make', b'healthi', b'dish']
***********************************************************************
[b'time', b'deliveri', b'great', b'price']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'good', b'qualiti']
***********************************************************************
[b'best', b'gadget', b'pride', b'kitchen']
***********************************************************************
[b'love']
***********************************************************************
[b'good']
***********************************************************************
[b'use', b'often', b'good']
***********************************************************************
[b'love']
***********************************************************************
[b'use', b'daili', b'far', b'issu']
***********************************************************************
[b'use', b'even', b'snack']
***********************************************************************
[b'till', b'work', b'fine']
***********************************************************************
[b'sturdi', b'product', b'buy', b'appropri', b'accessori']
***********************************************************************
[b'amaz', b'must', b'product', b'food', b'lover', b'healthi', b'diet', b'he=
althi', b'life']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'nice', b'product', b'prepar', b'samosa', b'biscuit', b'use', b'tasti', b=
'prepar', b'namkeen', b'today', b'occas', b'diwali', b'good', b'must', b'ap=
plianc']
***********************************************************************
[b'awesom']
***********************************************************************
[b'good']
***********************************************************************
[b'nice']
***********************************************************************
[b'use', b'everyday', b'even', b'make', b'food', b'manufactur', b'thought',=
 b'littl', b'experi', b'goe', b'long', b'way', b'suggest', b'friend', b'bou=
ght', b'later', b'got', b'sister', b'buy', b'three', b'realli']
***********************************************************************
[b'good', b'one', b'buy', b'market']
***********************************************************************
[b'amaz', b'product', b'healthi', b'live']
***********************************************************************
[b'good']
***********************************************************************
[b'super', b'devic', b'without', b'oil', b'french', b'fri', b'delici', b'wi=
fe', b'use', b'almost', b'everyth', b'one', b'best', b'purchas', b'dont', b=
'feel', b'guilti', b'eat', b'kind', b'food']
***********************************************************************
[b'good', b'airfryer', b'alway', b'philip']
***********************************************************************
[b'phillip', b'alway', b'make', b'good', b'product', b'also', b'best']
***********************************************************************
[b'vert', b'good', b'product', b'recommend', b'everyon', b'afraid', b'oil',=
 b'food']
***********************************************************************
[b'must', b'awesom']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'super', b'fantast']
***********************************************************************
[b'good', b'product', b'even', b'made', b'grill', b'fish', b'chicken', b'dr=
umstick']
***********************************************************************
[b'amaz', b'product', b'simpli', b'stash', b'frozen', b'fri', b'yummiez', b=
'mccain', b'need', b'appli', b'even', b'drop', b'oil', b'mcdonald', b'like'=
, b'french', b'fri', b'readi', b'eat', b'minut']
***********************************************************************
[b'use', b'work', b'nice']
***********************************************************************
[b'good', b'buy', b'fri', b'recip', b'come', b'well', b'chang', b'oil', b'c=
onsumpt', b'quiet', b'evid']
***********************************************************************
[b'exceed', b'expect', b'way', b'beyond', b'must', b'household', b'focus', =
b'healthi', b'cook']
***********************************************************************
[b'amaz', b'product', b'mani', b'healthi', b'reason', b'one']
***********************************************************************
[b'superb', b'qualiti', b'wonder', b'design', b'philip', b'first', b'compan=
i', b'world', b'design', b'air', b'fryer', b'first', b'time', b'sturdi', b'=
easi', b'use', b'love']
***********************************************************************
[b'mom', b'love', b'make', b'fri', b'chip', b'tikki', b'without', b'lot', b=
'oil']
***********************************************************************
[b'philip', b'innov', b'alway', b'fabul', b'product', b'peopl', b'frighten'=
, b'eat', b'fri']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'great']
***********************************************************************
[b'fantast', b'job', b'much', b'expect']
***********************************************************************
[b'nice']
***********************************************************************
[b'use', b'good', b'snack', b'without', b'oil']
***********************************************************************
[b'realli', b'happi', b'cook']
***********************************************************************
[b'conveni', b'effect']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'excel']
***********************************************************************
[b'like', b'everi', b'product', b'pros', b'area', b'improv', b'tri', b'list=
', b'realli', b'healthi', b'option', b'fri', b'food', b'excel', b'heat', b'=
food', b'well', b'dri', b'food', b'tire', b'heat', b'refriger', b'paneer', =
b'min', b'degre', b'turn', b'realli', b'crunchi', b'soft', b'non', b'veg', =
b'product', b'cook', b'turn', b'realli', b'juici', b'insid', b'food', b'wit=
hout', b'guilt', b'bad', b'health', b'affect', b'look', b'chicken', b'wing'=
, b'drum', b'stick', b'fri', b'actual', b'bad', b'health', b'deep', b'fri',=
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munch', b'favorit', b'stuff', b'nice', b'shape', b'look', b'build', b'solid=
', b'take', b'littl', b'space', b'toaster', b'less', b'nois', b'big', b'plu=
s', b'odor', b'smoke', b'mild', b'pleasant', b'smell', b'food', b'cook', b'=
come', b'auto', b'shut', b'timer', b'sound', b'alarm', b'need', b'sit', b'f=
ront', b'anymor', b'keep', b'food', b'warm', b'insid', b'sometim', b'open',=
 b'perfect', b'singl', b'person', b'coupl', b'small', b'famili', b'bottl', =
b'oil', b'make', b'fri', b'home', b'would', b'big', b'wast', b'money', b'oi=
l', b'mention', b'sticki', b'bad', b'smell', b'anymor', b'eat', b'feel', b'=
meal', b'due', b'excess', b'oil', b'stomach', b'massiv', b'oil', b'save', b=
'take', b'tabl', b'spoon', b'oil', b'make', b'fri', b'two', b'use', b'super=
', b'heat', b'air', b'microwav', b'ever', b'tri', b'search', b'net', b'micr=
owav', b'destroy', b'food', b'valu', b'food', b'check', b'area', b'compar',=
 b'smaller', b'size', b'basket', b'make', b'difficult', b'server', b'multip=
l', b'ppl', b'one', b'ppl', b'dont', b'dishwash', b'may', b'troubl', b'wash=
', b'grill', b'bin', b'written', b'use', b'even', b'spong', b'scrubber', b'=
clean', b'need', b'power', b'backup', b'home', b'light', b'fri', b'care', b=
'push', b'basket', b'releas', b'button', b'bottom', b'tray', b'may', b'fall=
', b'product', b'come', b'red', b'warn', b'tag', b'cost', b'factor', b'bit'=
, b'higher', b'side', b'spectrum', b'food', b'cook', b'frier', b'littl', b'=
limit', b'moment', b'love', b'fri', b'stuff', b'cant', b'feel', b'guilt', b=
'due', b'liter', b'oil', b'household', b'look', b'healthi', b'altern', b'oi=
l', b'fri', b'food', b'final', b'come', b'crunchi', b'tast', b'bad', b'heal=
th', b'noth', b'beat', b'deep', b'oil', b'fri', b'food', b'air', b'frier', =
b'come', b'closest', b'beat', b'record']
***********************************************************************
[b'best', b'product', b'philip', b'must', b'everi', b'kitchen', b'awesom', =
b'product', b'ever', b'stumbl', b'upon']
***********************************************************************
[b'deliveri', b'agent', b'refus', b'test', b'product', b'premis', b'cash', =
b'deliveri', b'seamless', b'work', b'well']
***********************************************************************
[b'extrem', b'good']
***********************************************************************
[b'happi', b'experi']
***********************************************************************
[b'nice', b'product', b'usefulwork', b'perfectlyveri', b'nice']
***********************************************************************
[b'wonder', b'product', b'perform', b'advertis', b'love', b'roast', b'tasti=
', b'thing', b'healthi', b'way']
***********************************************************************
[b'good', b'qualiti', b'product', b'use']
***********************************************************************
[b'one', b'best', b'fryer', b'market', b'good', b'qualiti']
***********************************************************************
[b'good']
***********************************************************************
[b'easi', b'handl', b'help', b'save', b'time', b'oil', b'consumpt', b'excel=
', b'choic']
***********************************************************************
[b'product', b'good', b'like', b'price', b'less', b'hour', b'price', b'inr'=
]
***********************************************************************
[b'product', b'best', b'competit']
***********************************************************************
[b'good', b'ive', b'tri', b'item', b'happi', b'minim', b'oil', b'utilis', b=
'fri', b'thank']
***********************************************************************
[b'good', b'product', b'suppli', b'chain']
***********************************************************************
[b'love', b'product', b'work', b'nice']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'handi', b'children', b'love', b'french', b'fri', b'cook', b'fryer']
***********************************************************************
[b'valu', b'money', b'depend', b'use']
***********************************************************************
[b'sudden', b'realis', b'need', b'cut', b'deep', b'fri', b'maintain', b'hea=
lthi', b'lifestyl', b'guilt', b'free', b'meal', b'amaz', b'product', b'use'=
, b'today', b'made', b'french', b'fri', b'came', b'crisp', b'without', b'dr=
op', b'oil', b'follow', b'make', b'crispi', b'chilli', b'potato', b'everybo=
di', b'love', b'best', b'part', b'oil', b'free', b'potato', b'delici', b'ai=
r', b'fryer', b'worth', b'everi', b'penni', b'recommend']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'impress', b'product', b'actual', b'fri', b'stuff', b'well', b'without', =
b'oil', b'quicker', b'better', b'microwav', b'convect', b'small', b'compar'=
, b'oven', b'big', b'famili', b'parti', b'cook', b'batch', b'time', b'consu=
m', b'bit', b'care', b'take', b'food', b'airfryer', b'get', b'hot', b'tri',=
 b'fri', b'stuff', b'pizza', b'cake', b'come', b'perfect']
***********************************************************************
[b'worthful', b'machin']
***********************************************************************
[b'love']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'good']
***********************************************************************
[b'good']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'excel', b'perform', b'product']
***********************************************************************
[b'must', b'kitchen', b'applianc']
***********************************************************************
[b'like', b'state']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'excel', b'product', b'cheer']
***********************************************************************
[b'bless', b'peopl', b'love', b'fri', b'hate', b'fat']
***********************************************************************
[b'pack', b'done', b'good', b'damag', b'ever', b'occur', b'good', b'keep', =
b'amazon']
***********************************************************************
[b'satisfi', b'bothdeliveri', b'well', b'product']
***********************************************************************
[b'fantast', b'easi', b'use']
***********************************************************************
[b'reciev', b'day', b'order', b'packag', b'best', b'good', b'product', b'mu=
st', b'saycon', b'warranti', b'card', b'wanna', b'dent', b'fri']
***********************************************************************
[b'great', b'small', b'famili']
***********************************************************************
[b'good', b'use']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'excel', b'product', b'prompt', b'deliveri']
***********************************************************************
[b'good', b'one', b'low', b'price', b'thank', b'amazon']
***********************************************************************
[b'good', b'product', b'use', b'almost', b'everi', b'day', b'sinc', b'bough=
t', b'two', b'week', b'back']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'amaz', b'piec', b'art', b'easi', b'tasti', b'love']
***********************************************************************
[b'perfect', b'product', b'healthi']
***********************************************************************
[b'love']
***********************************************************************
[b'product', b'amaz', b'deliv', b'still', b'confus', b'whether', b'buy', b'=
air', b'fryer', b'may', b'air', b'fryer', b'market', b'cheaper', b'philip',=
 b'air', b'fryer', b'pioneer', b'product', b'unlik', b'brand', b'undergo', =
b'copi', b'gave', b'lesser', b'price', b'brand', b'dont', b'deliv', b'must'=
, b'understand', b'rapid', b'air', b'technolog', b'philip', b'patent', b'ai=
r', b'fryer', b'various', b'brand', b'cannot', b'food', b'cook', b'well', b=
'air', b'flow', b'doesnt', b'work', b'fine', b'tri', b'chip', b'chicken', b=
'paneer', b'tikka', b'brinjal', b'fri', b'amaz', b'almost', b'like', b'deep=
', b'fri', b'alot', b'oil', b'wasnt', b'must', b'also', b'note', b'intern',=
 b'product', b'cook', b'indian', b'food', b'possibl', b'buck', b'compromis'=
, b'buy', b'philip', b'test', b'brand', b'sure', b'upto', b'youll']
***********************************************************************
[b'must', b'addit', b'kitchen', b'easi', b'convineint']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'excel', b'product', b'yummi', b'food']
***********************************************************************
[b'amaz']
***********************************************************************
[b'good', b'product', b'easi', b'use', b'good', b'cook', b'realli', b'tasti=
', b'minimum', b'oil']
***********************************************************************
[b'extrem', b'use', b'qualiti', b'product', b'eleg', b'design']
***********************************************************************
[b'love', b'product']
***********************************************************************
[b'good']
***********************************************************************
[b'wonder', b'addit', b'kitchen', b'eat', b'healthi', b'snack', b'magic', b=
'fryer', b'cook', b'bake', b'grill', b'roast', b'oil', b'littl', b'quantiti=
']
***********************************************************************
[b'perfect', b'weight', b'watcher']
***********************************************************************
[b'good', b'product', b'amazon', b'love', b'amazon', b'spent', b'money', b'=
philip', b'airfryer', b'satisfi']
***********************************************************************
[b'amaz', b'product', b'superb', b'digit', b'display']
***********************************************************************
[b'awesom', b'health', b'product']
***********************************************************************
[b'thrill', b'product', b'easi', b'use', b'qualiti', b'air', b'fri', b'exce=
l', b'ive', b'use', b'extens', b'far', b'fri', b'fish', b'make', b'french',=
 b'fri', b'also', b'glad', b'bought', b'philip', b'unit', b'bit', b'expens'=
, b'worth', b'everi', b'penni']
***********************************************************************
[b'although', b'shipment', b'bit', b'delay', b'product', b'work', b'well', =
b'use', b'almost', b'daili']
***********************************************************************
[b'nil']
***********************************************************************
[b'excel', b'product', b'mani', b'similar', b'product', b'avail', b'much', =
b'less', b'stick', b'philip', b'long', b'time', b'work', b'advertis', b'tri=
', b'mani', b'thing', b'excel', b'result', b'littl', b'oil', b'good', b'pun=
jabi', b'diabet']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'awesom', b'product', b'wont', b'regret', b'amaz', b'qualiti', b'food', b=
'process']
***********************************************************************
[b'excel']
***********************************************************************
[b'much', b'satisfi']
***********************************************************************
[b'best', b'product', b'ever']
***********************************************************************
[b'product', b'philip', b'use', b'extrem', b'low', b'quantiti', b'oil', b'e=
asi', b'use', b'tri', b'french', b'fri', b'chicken', b'tikka', b'potato', b=
'wedg', b'far', b'everyth', b'come', b'extra', b'oil', b'go', b'drip', b'tr=
ay', b'qualiti', b'plastic', b'metal', b'tray', b'insid', b'fantast', b'bes=
t', b'thing', b'tast', b'food', b'remain', b'intact', b'even', b'low', b'qu=
antiti', b'oil', b'make', b'product', b'absolut', b'valu', b'money']
***********************************************************************
[b'happi', b'perform', b'howev', b'two', b'level', b'mesh', b'separ', b'cou=
ld', b'util', b'handl', b'content', b'tray', b'hope', b'philip', b'come', b=
'accessori']
***********************************************************************
[b'great', b'product', b'cook', b'everyth', b'without', b'use', b'oil', b'p=
erfect']
***********************************************************************
[b'great', b'item', b'great', b'deal', b'slow', b'deliveri']
***********************************************************************
[b'wonder', b'purchas']
***********************************************************************
[b'fabul', b'item', b'use', b'cook', b'everi', b'item', b'like']
***********************************************************************
[b'love', b'cook', b'predict', b'unlik', b'microwav', b'tri', b'paneer', b'=
potato', b'item', b'turn', b'good', b'clean', b'part', b'teadious', b'time'=
, b'paint', b'might', b'come', b'care', b'tri', b'item', b'mention', b'menu=
']
***********************************************************************
[b'wonder']
***********************************************************************
[b'amazon', b'packag', b'usual', b'amazon', b'great', b'job', b'issu', b'he=
reproduct', b'love', b'opul', b'design', b'add', b'spark', b'kitchen', b'ea=
s', b'set', b'timer', b'fri', b'food', b'doesnt', b'sound', b'much', b'also=
', b'get', b'recip', b'booklet', b'along', b'air', b'fryer', b'help', b'coo=
k', b'beginn', b'like', b'overal', b'love', b'product', b'mother', b'cook',=
 b'chicken', b'tikka', b'chicken', b'kofta', b'french', b'fri', b'mouth', b=
'water', b'stuff', b'fryer', b'awesomemust', b'buy', b'love', b'eat', b'lov=
e', b'cook', b'eas']
***********************************************************************
[b'great', b'product', b'even', b'less', b'oil', b'airfryer', b'manag', b'c=
ook', b'product', b'realli', b'well', b'final', b'eat', b'stuff', b'like', =
b'without', b'worri', b'much', b'fat']
***********************************************************************
[b'exel']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'advertis']
***********************************************************************
[b'use']
***********************************************************************
[b'awesom', b'product', b'food', b'cook', b'realli', b'tast', b'good', b'wi=
thout', b'oil']
***********************************************************************
[b'easi', b'use', b'easi', b'clean']
***********************************************************************
[b'happi', b'airfryer', b'could', b'liter', b'move', b'almost', b'everyth',=
 b'use', b'deep', b'fri', b'air', b'fryer', b'tast', b'almost', b'earlier',=
 b'could', b'hard', b'eat', b'deep', b'fri', b'stuff', b'use', b'catch', b'=
migrain', b'headach', b'enjoy', b'air', b'fryer']
***********************************************************************
[b'excel', b'product', b'must', b'kitchen', b'esp', b'roast', b'food']
***********************************************************************
[b'use', b'gadget', b'love', b'snack', b'scare', b'oili', b'food', b'bought=
', b'gift', b'mother', b'enjoy', b'made', b'samosa', b'french', b'fri', b'a=
maz', b'soft', b'crisp', b'outsid', b'brinjal', b'chip', b'ladi', b'finger'=
, b'crisp', b'babi', b'corn', b'fritter', b'easi', b'use', b'output', b'ama=
z', b'philip', b'alway', b'come', b'good', b'product', b'great', b'finish',=
 b'eas', b'use']
***********************************************************************
[b'great', b'valu', b'money', b'simpl', b'use', b'effect', b'becom', b'big'=
, b'part', b'kitchen']
***********************************************************************
[b'good']
***********************************************************************
[b'best', b'item']
***********************************************************************
[b'healthi', b'eat', b'itno', b'compromis', b'tast']
***********************************************************************
[b'time', b'deliveri', b'great', b'packag', b'product', b'cook', b'realli',=
 b'well', b'differ', b'tast', b'compar', b'normal', b'fri', b'food']
***********************************************************************
[b'good', b'peic', b'must', b'modern', b'kitchen', b'smooth', b'process', b=
'select', b'deliveri', b'amazon']
***********************************************************************
[b'amaz', b'product', b'philip', b'tri', b'make', b'sever', b'differ', b're=
cip', b'app', b'avail', b'ipad', b'accessori', b'difficult', b'find']
***********************************************************************
[b'good', b'one']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'handi', b'kitchen', b'tool', b'weight', b'watcher', b'reduc', b'oil', b'=
consum', b'doesnt', b'compromis', b'tast']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'fulli', b'satisfi']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'good']
***********************************************************************
[b'good', b'buy', b'better', b'indian', b'brand']
***********************************************************************
[b'price', b'high', b'compar', b'paytm']
***********************************************************************
[b'easi', b'clean']
***********************************************************************
[b'nice', b'fryer', b'recommend']
***********************************************************************
[b'excel', b'product', b'yummi', b'food', b'minus', b'oodl', b'oil', b'use'=
, b'deep', b'fri']
***********************************************************************
[b'nice', b'use', b'foodi', b'good', b'deal', b'buck', b'purchas', b'cake',=
 b'tin', b'separ', b'buck']
***********************************************************************
[b'everyon', b'want', b'get', b'rid', b'fri', b'buy', b'itphilip', b'braine=
r']
***********************************************************************
[b'great']
***********************************************************************
[b'easi', b'use', b'save', b'time']
***********************************************************************
[b'good', b'product', b'work', b'well', b'receiv', b'receip', b'booklet', b=
'normal', b'come', b'product']
***********************************************************************
[b'thank']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'amaz', b'equip', b'amoz', b'servic', b'amazon', b'got', b'deliceri', b'w=
ithin', b'hrs', b'even', b'though', b'order', b'mention', b'work', b'day', =
b'cheer']
***********************************************************************
[b'excel', b'product', b'everi', b'urban', b'household', b'one', b'use', b'=
regular']
***********************************************************************
[b'best', b'busi', b'come', b'airfryer', b'tri', b'mccain', b'readi', b'eat=
', b'came', b'well', b'less', b'oil']
***********************************************************************
[b'best', b'product', b'bought', b'ever', b'complet', b'valu', b'money', b'=
cook', b'anyth', b'perfect', b'like', b'god', b'gift', b'weight', b'watcher=
', b'fri', b'roast', b'grill', b'bake', b'superhero', b'kitchen']
***********************************************************************
[b'realli', b'nice', b'product']
***********************************************************************
[b'use', b'product', b'love']
***********************************************************************
[b'cook', b'well', b'bare', b'oil', b'hassl', b'free', b'cook', b'healthi',=
 b'way', b'cook', b'high', b'recommend', b'come', b'year', b'warranti', b't=
hat', b'ad', b'bonus']
***********************************************************************
[b'tough', b'clean', b'mesh', b'insid']
***********************************************************************
[b'best', b'thing', b'buy', b'kitchen', b'pizza', b'grill', b'chicken', b'f=
rozen', b'come', b'excel', b'happi', b'indian', b'cook', b'though', b'love'=
]
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'good']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'easi', b'use', b'food', b'come', b'good']
***********************************************************************
[b'good']
***********************************************************************
[b'awesom', b'inde']
***********************************************************************
[b'friend', b'user']
***********************************************************************
[b'excel', b'product', b'much', b'satisfi', b'prompt', b'deliveri', b'amazo=
n']
***********************************************************************
[b'would', b'recommend', b'purchas', b'item', b'packag', b'deliveri', b'les=
s', b'mention', b'date']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'best']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'great', b'product', b'easi', b'use']
***********************************************************************
[b'everyon', b'home', b'love']
***********************************************************************
[b'use', b'stabl', b'product', b'must', b'buy', b'want', b'move', b'less', =
b'oili', b'food', b'clean', b'net', b'bit', b'difficult', b'prepar', b'over=
look', b'mental', b'problem', b'live', b'slight', b'dirti', b'net', b'subse=
qu', b'usag', b'product', b'awesom', b'easi', b'use']
***********************************************************************
[b'use', b'product']
***********************************************************************
[b'realli', b'replac', b'convent', b'boil', b'oil', b'vessel', b'deliv', b'=
equal', b'good', b'cook', b'san', b'oil', b'wonder', b'health', b'concious'=
]
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'dont', b'insid', b'box', b'content', b'pic', b'sorri', b'pesp', b'first'=
, b'time', b'bought', b'someth', b'seller', b'good', b'job', b'done', b'won=
t', b'knit', b'pick', b'seller', b'use', b'lot', b'polythen', b'wrap', b'wr=
ap', b'babi', b'look', b'upload', b'pic', b'blockbust', b'deal', b'know', b=
'margin', b'differ', b'much', b'worth', b'mention', b'insid', b'far', b'rem=
emb', b'unbox', b'fryer', b'warranti', b'quick', b'start', b'recip', b'book=
', b'indian', b'warn', b'easi', b'almost', b'oil', b'need', b'need', b'brus=
h', b'samosa', b'whatev', b'look', b'fri', b'hassl', b'free', b'need', b'fl=
ip', b'dish', b'mandatori', b'though', b'noth', b'accord', b'mepric', b'jus=
tifi', b'yess', b'chef', b'mom', b'prepar', b'samosa', b'twice', b'absolut'=
, b'love', b'look', b'fryer', b'fri', b'without', b'involv', b'much', b'oil=
', b'lesser', b'oil', b'quot', b'philip', b'thank', b'read', b'hope', b'fou=
nd', b'help']
***********************************************************************
[]
***********************************************************************
[b'easi', b'solut', b'cook', b'continent', b'food', b'much', b'suitabl', b'=
indian', b'cook']
***********************************************************************
[b'fantast', b'thing', b'worth', b'buy']
***********************************************************************
[b'good', b'product', b'prepar', b'sort', b'food', b'needa', b'fri', b'tast=
i', b'samosa']
***********************************************************************
[b'one', b'work', b'awesom', b'yes', b'realli', b'bought', b'month', b'ago'=
, b'tri', b'test', b'lot', b'dish', b'experi', b'alot', b'stood', b'nice', =
b'air', b'fryer', b'basic', b'thing', b'good', b'fri', b'without', b'oil', =
b'littl', b'bit', b'oil', b'give', b'healthi', b'yet', b'ultim', b'tasti', =
b'snack', b'bit', b'hesit', b'purchas', b'first', b'soon', b'went', b'revie=
w', b'amazon', b'straight', b'away', b'went', b'turn', b'pretti', b'good', =
b'decis', b'enjoy', b'lot', b'doubt', b'mind', b'regard', b'purchas', b'bli=
nd', b'fold', b'trust', b'never', b'regret', b'decis']
***********************************************************************
[b'good']
***********************************************************************
[b'got', b'air', b'fryer', b'curios', b'know', b'machin', b'help', b'cook',=
 b'less', b'oil', b'though', b'came', b'high', b'price', b'tag', b'purchas'=
, b'havent', b'disappoint', b'though', b'brand', b'use', b'concept', b'capa=
c', b'vari', b'choos', b'philip', b'got', b'amazon', b'instead', b'websit',=
 b'relat', b'discount', b'basic', b'cook', b'compart', b'compact', b'design=
', b'facilit', b'proper', b'hot', b'air', b'flow', b'around', b'cook', b'it=
em', b'contain', b'caus', b'uniform', b'cook', b'oven', b'food', b'get', b'=
heat', b'side', b'fan', b'heat', b'element', b'abl', b'chicken', b'nugget',=
 b'samosa', b'similar', b'frozen', b'stuff', b'brush', b'littl', b'oil', b'=
extra', b'oil', b'automat', b'shed', b'tray', b'cake', b'max', b'dimens', b=
'bake', b'dish', b'cupcak', b'individu', b'silicon', b'cupcak', b'mould', b=
'cupcak', b'bake', b'exact', b'min', b'readmad', b'frozen', b'potato', b'fr=
ench', b'fri', b'without', b'appli', b'crumb', b'fri', b'chicken', b'ham', =
b'chees', b'almondsth', b'best', b'part', b'air', b'fryer', b'unlik', b'dee=
p', b'fri', b'put', b'food', b'insid', b'fri', b'job', b'person', b'need', =
b'come', b'review', b'period', b'til', b'master', b'time', b'temperatur', b=
'cook', b'item', b'gadget', b'freak', b'kitchen', b'like', b'one', b'eas', =
b'type', b'cook', b'effort', b'would', b'like', b'reduc', b'oil', b'usag', =
b'deep', b'fri', b'high', b'recommend', b'buy', b'air', b'fryer', b'rememb'=
, b'cook', b'airfryer', b'one', b'portion', b'time', b'take', b'minimum', b=
'min']
***********************************************************************
[b'good']
***********************************************************************
[b'durabl', b'easi', b'mainten', b'cook', b'easi', b'almost', b'tast', b'oi=
l', b'fri']
***********************************************************************
[b'absolut', b'must', b'kitchen', b'great', b'product', b'truli', b'impress=
', b'amazon', b'fast', b'time', b'deliveri', b'moreov', b'pack', b'product'=
, b'well', b'chanc', b'breakag']
***********************************************************************
[b'use', b'qualiti', b'easi', b'use', b'best']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'love']
***********************************************************************
[b'quit', b'satisfactori']
***********************************************************************
[b'like']
***********************************************************************
[b'agreat', b'buy', b'useful']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'good']
***********************************************************************
[b'price']
***********************************************************************
[b'like']
***********************************************************************
[b'origin', b'pack']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'nice', b'thing']
***********************************************************************
[b'much', b'happi', b'product', b'excel', b'son', b'yrs', b'easili', b'oper=
']
***********************************************************************
[b'worth', b'health', b'consiu', b'foodi']
***********************************************************************
[b'good', b'product', b'pack', b'amazon', b'good']
***********************************************************************
[b'must', b'oil', b'free', b'kitchen']
***********************************************************************
[b'perfect', b'gadget', b'kitchen', b'good', b'quick', b'snack', b'made', b=
'fri', b'fish', b'famili', b'love', b'bought', b'januari', b'use', b'freque=
nt']
***********************************************************************
[b'good', b'use', b'kitchen', b'equip']
***********************************************************************
[b'excel']
***********************************************************************
[b'excel']
***********************************************************************
[b'bhari']
***********************************************************************
[b'good', b'one']
***********************************************************************
[b'goo', b'product', b'motiv', b'innov', b'cook']
***********************************************************************
[b'great', b'foodi', b'great', b'foodi', b'love', b'eat', b'fri', b'food', =
b'avoid', b'due', b'health', b'reason', b'philip', b'air', b'fryer', b'boug=
ht', b'tast', b'back', b'use', b'make', b'samosa', b'cutlet', b'lot', b'fri=
', b'stuff', b'turn', b'great', b'crispi', b'tast', b'oil', b'fri', b'food'=
, b'simpli', b'like', b'idea', b'product', b'love', b'food', b'health', b'c=
onscious', b'product', b'check', b'price', b'throughout', b'mumbai', b'prod=
uct', b'one', b'offer', b'price', b'servic', b'amazon', b'offer', b'custom'=
]
***********************************************************************
[b'wonder', b'health', b'conscious', b'peopl', b'tri', b'multipl', b'item',=
 b'like', b'cashew', b'corn', b'ground', b'nut', b'potato', b'etc', b'etc',=
 b'found', b'need', b'make', b'trial', b'error', b'attempt', b'know', b'exa=
ct', b'time', b'cook', b'didnt', b'use', b'oil', b'alway', b'split', b'cook=
', b'time', b'check', b'condit', b'avoid', b'burn', b'minut', b'cook', b'ti=
me', b'set', b'check', b'condit', b'set', b'chk', b'condit', b'set', b'etc'=
, b'product', b'condit', b'new', b'pack', b'good', b'deliveri', b'time', b'=
overal', b'product', b'experi', b'excel']
***********************************************************************
[b'great', b'altern', b'deep', b'fri', b'product', b'easi', b'handl', b'alt=
hough', b'prefer', b'philip', b'includ', b'littl', b'instruct', b'dos', b'd=
ont', b'electr', b'cord', b'littl', b'short', b'must', b'buy', b'health', b=
'conscious', b'great', b'prize', b'amazon']
***********************************************************************
[b'amaz', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'nice', b'item', b'healthi', b'cook', b'hardwar', b'opert', b'good', b're=
commend', b'peopl', b'like', b'healthi', b'food']
***********************************************************************
[b'varada', b'great', b'air', b'fryer', b'first', b'time', b'use', b'air', =
b'fryer', b'satisfi', b'product']
***********************************************************************
[b'good', b'product', b'easi', b'use', b'live', b'great', b'review', b'must=
', b'health', b'conscious']
***********************************************************************
[b'awesom', b'word']
***********************************************************************
[b'good']
***********************************************************************
[b'emerg', b'brand', b'gonna', b'give', b'tough', b'competit']
***********************************************************************
[b'chang', b'way', b'cook', b'reduc', b'oil', b'healthi', b'eat', b'myth', =
b'oil', b'fat', b'make', b'food', b'tasti', b'must', b'tell', b'chicken', b=
'kabab', b'kalmi', b'cook', b'tast', b'amaz', b'good', b'invest', b'small',=
 b'famili', b'larg', b'gather', b'may', b'need', b'cook', b'multipl', b'tim=
e', b'also', b'allow', b'cool', b'time', b'happi', b'shop', b'nice', b'pack=
', b'care', b'deliv']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'excel', b'devic', b'great', b'use', b'easi', b'oper']
***********************************************************************
[b'good', b'product', b'special', b'health', b'concious', b'dont', b'expect=
', b'tast', b'deep', b'fri', b'food', b'happi', b'less', b'oil', b'food', b=
'airfryer', b'alreadi', b'prepar', b'samosa', b'french', b'fri', b'tast', b=
'good']
***********************************************************************
[b'amaz', b'product', b'amazon', b'swift', b'servic', b'thank', b'team', b'=
philip', b'viva', b'good', b'product']
***********************************************************************
[b'packag', b'arriv', b'day', b'schedul', b'deliveri', b'date', b'perfect',=
 b'condit', b'happi', b'air', b'fryer', b'use', b'almost', b'everi', b'day'=
]
***********************************************************************
[b'best', b'invest', b'ever', b'made', b'receiv', b'excel', b'condit', b'co=
mplet', b'new', b'excel', b'packag', b'time', b'deliveri', b'hassl', b'work=
', b'fri', b'item', b'samosa', b'even', b'fresh', b'bake', b'muffin', b'the=
re', b'limit', b'high', b'recommend', b'product', b'yes', b'definit', b'dec=
reas', b'oil', b'usag', b'drastic', b'weve', b'use', b'atleast', b'time', b=
'week', b'sinc', b'receiv', b'month', b'back', b'havent', b'encount', b'iss=
u', b'far']
***********************************************************************
[]
***********************************************************************
[b'worth', b'buy']
***********************************************************************
[b'use', b'gadget', b'present', b'lifestyl', b'item', b'cook', b'airfryer',=
 b'tast', b'fri', b'one', b'recommend', b'conscious', b'oil', b'content', b=
'food']
***********************************************************************
[b'product', b'good', b'love', b'start', b'even', b'snack', b'prepar', b'ai=
r', b'fryer', b'test', b'lot', b'new', b'food', b'sinc', b'oil', b'less', b=
'need', b'heat', b'littl', b'prescrib', b'way', b'cook', b'ad', b'chees', b=
'ghee', b'dish', b'brinjal', b'ladi', b'finger', b'fri', b'come', b'awesom'=
, b'even', b'less', b'eat', b'vegetarian', b'would', b'love', b'kind', b'fo=
od', b'either', b'spici', b'less', b'spici', b'experi', b'wonder', b'tri', =
b'cake', b'also', b'came', b'good', b'less', b'time', b'need', b'compar', b=
'otg', b'one', b'fault', b'tray', b'small', b'cannot', b'use', b'larger', b=
'prepar', b'like', b'peopl', b'ideal', b'fit', b'max', b'one', b'turn']
***********************************************************************
[b'good']
***********************************************************************
[b'handi', b'portabl', b'product']
***********************************************************************
[b'fulli', b'satisfi', b'user', b'friend', b'applainc', b'kitchen', b'parti=
cular', b'handl', b'result', b'amaz', b'like', b'tast', b'seekh', b'kabab']
***********************************************************************
[b'good', b'product', b'like']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'great']
***********************************************************************
[b'skeptic', b'bought', b'product', b'experi', b'alway', b'kind', b'product=
', b'advertis', b'flavor', b'never', b'use', b'surpris', b'food', b'tast', =
b'good', b'obvious', b'cook', b'much', b'less', b'oil', b'sinc', b'weve', b=
'start', b'experi', b'stuff', b'cook', b'overal', b'happi', b'result']
***********************************************************************
[b'use', b'near', b'two', b'year', b'thing', b'get', b'fire', b'snack', b'l=
ove', b'without', b'actual', b'use', b'singl', b'drop', b'oil', b'father', =
b'allow', b'eat', b'oili', b'food', b'due', b'health', b'concern', b'enjoy'=
, b'benefit', b'devic', b'use', b'simpl', b'two', b'control', b'time', b'te=
mperatur', b'everyth', b'two', b'good', b'qualiti', b'made', b'good', b'pla=
stic', b'materialscompact', b'take', b'much', b'room', b'kitchen', b'also',=
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'get', b'pay', b'clean', b'mesh', b'basket', b'keep', b'food', b'cook', b't=
end', b'stick', b'food', b'easi', b'clean', b'use', b'unless', b'soak', b'a=
uto', b'machin', b'still', b'run', b'throw', b'hot', b'air', b'even', b'tak=
e', b'tray', b'think', b'help', b'save', b'energi', b'machin', b'automat', =
b'switch', b'cook', b'tray', b'taken', b'alway', b'turn', b'wall', b'switch=
', b'overal', b'good', b'buy', b'wouldnt', b'disappoint', b'result', b'prep=
ar', b'bit', b'clean', b'kitchen', b'utensil', b'clean', b'brush']
***********************************************************************
[b'easi', b'oper', b'indian', b'recip', b'book', b'pack', b'tri', b'lot', b=
'vegetarian', b'dish', b'cook', b'proper', b'ideal', b'famili', b'four', b'=
person']
***********************************************************************
[b'nice', b'one', b'favorit', b'fri', b'dish', b'without', b'guilti', b'fee=
l', b'still', b'enjoy', b'crispi', b'fri']
***********************************************************************
[b'love']
***********************************************************************
[b'wonder', b'product', b'everyon', b'health', b'conscious', b'problem', b'=
oili', b'food', b'must', b'use', b'quit', b'satisfi', b'product', b'well', =
b'amazon']
***********************************************************************
[b'nice', b'product', b'especi', b'frozen', b'food', b'kebeb']
***********************************************************************
[b'amaz', b'pack', b'factori', b'seal', b'product', b'perform', b'describ']
***********************************************************************
[b'healthi', b'fri', b'good', b'product']
***********************************************************************
[b'bought', b'quit', b'skeptic', b'claim', b'replac', b'normal', b'fri', b'=
integr', b'part', b'indian', b'cuisin', b'devic', b'surpass', b'expect', b'=
cut', b'drastic', b'consumpt', b'oil', b'food', b'tast', b'deep', b'fri', b=
'cook', b'air', b'frier', b'also', b'much', b'easier', b'fri', b'oil', b'qu=
estion', b'one', b'make', b'pakoda', b'air', b'fryer']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'work', b'realli', b'exact', b'fri', b'textur', b'amount', b'oil', b'use'=
, b'super', b'work', b'except', b'well', b'meat', b'frozen', b'food', b'coo=
k', b'book', b'quit', b'spartan', b'howev', b'brows', b'youtub', b'know', b=
'recip', b'tri', b'worth', b'buy', b'want', b'control', b'calori']
***********************************************************************
[b'serv', b'purpos']
***********************************************************************
[b'excel', b'frozen', b'snack', b'peopl', b'fond', b'fri', b'food', b'must'=
]
***********************************************************************
[b'excel']
***********************************************************************
[b'amazr']
***********************************************************************
[b'nice']
***********************************************************************
[b'excel']
***********************************************************************
[b'amaz', b'product']
***********************************************************************
[b'excel', b'product', b'philip', b'time', b'deliveri', b'amazon']
***********************************************************************
[b'shopclu', b'com', b'price', b'differ']
***********************************************************************
[b'great', b'carb', b'diet']
***********************************************************************
[b'excel', b'buy', b'thank', b'amazon', b'seller', b'substanti', b'discount=
', b'total', b'worth', b'healthi', b'altern', b'cook', b'option', b'peopl',=
 b'like', b'love', b'fri', b'chicken', b'fish', b'fri', b'french', b'fri', =
b'even', b'daili', b'bhendi', b'finger', b'baingan', b'brinjal', b'zucchini=
', b'squash', b'potato', b'wedg', b'fri', b'minim', b'effort', b'minim', b'=
oil', b'must', b'item', b'modern', b'kitchen', b'foodi']
***********************************************************************
[b'excel']
***********************************************************************
[b'great']
***********************************************************************
[b'excel', b'applianc']
***********************************************************************
[b'dont', b'miss', b'health', b'conscious', b'low', b'oil', b'short', b'tim=
e', b'fri', b'crazi', b'low', b'tech', b'etc', b'kid', b'love', b'french', =
b'fri', b'wedg', b'chicken', b'leg', b'wing', b'undisput', b'queen', b'unmo=
nitor', b'cook', b'say', b'fri', b'item', b'less', b'oil', b'reason', b'pic=
k', b'first', b'time', b'got', b'deliv', b'got', b'broken', b'handl', b'ama=
zon', b'wrap', b'buyer', b'prompt', b'replac', b'collect', b'broken', b'que=
stion', b'ask', b'mani', b'air', b'frier', b'amazon', b'come', b'half', b'p=
rize', b'philip', b'alway', b'best', b'valu', b'qualiti']
***********************************************************************
[b'good', b'worth']
***********************************************************************
[b'like', b'fri', b'snack', b'recip', b'higher', b'side', b'weigh', b'scale=
', b'compel', b'avoid', b'temptat', b'zero', b'phillip', b'airfryer', b'pio=
neer', b'segment', b'name', b'associ', b'attract', b'fryer', b'simultan', b=
'cost', b'repel', b'purchas', b'howev', b'amazon', b'shop', b'made', b'easi=
', b'purchas', b'great', b'shop', b'festiv', b'cost', b'around', b'effect',=
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', b'time', b'onward', b'use', b'airfryer', b'cakewalk', b'necessari', b'ev=
eri', b'one', b'new', b'concept', b'like', b'instruct', b'recip', b'booklet=
', b'least', b'one', b'get', b'accustom', b'use', b'well', b'plan', b'tempe=
ratur', b'set', b'recip', b'one', b'describ', b'booklet', b'prepar', b'pota=
to', b'fri', b'mention', b'booklet', b'first', b'usag', b'next', b'prepar',=
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'tangi', b'fill', b'came', b'crispi', b'attach', b'photo', b'herein', b'nex=
t', b'fri', b'readymad', b'fryum', b'didnt', b'turn', b'well', b'could', b'=
consum', b'crunchi', b'brittl', b'rather', b'crispi', b'tri', b'deepawali',=
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'best', b'thing', b'tri', b'karanji', b'known', b'gujiya', b'nevri', b'else=
wher', b'airfryer', b'cook', b'exceed', b'well', b'els', b'thing', b'consum=
', b'lot', b'oil', b'deep', b'fri', b'also', b'problem', b'oil', b'get', b'=
turbid', b'burst', b'seam', b'stuf', b'ooz', b'oil', b'problem', b'complet'=
, b'solv', b'airfryer', b'prepar', b'use', b'samosa', b'fri', b'instruct', =
b'booklet', b'suppli', b'general', b'happi', b'purchas', b'relat', b'qualit=
i', b'price', b'well', b'versatil', b'tast', b'air', b'fri', b'snack', b'di=
ffer', b'regular', b'oil', b'fri', b'one', b'one', b'adjust', b'main', b'pu=
rpos', b'purchas', b'avoid', b'oil', b'health', b'tast', b'variant', b'bett=
er', b'rather', b'health', b'hazard']
***********************************************************************
[b'excel']
***********************************************************************
[b'recommendednoth', b'better', b'model', b'shelv', b'right', b'worth', b's=
pend', b'buy', b'experi', b'recip', b'search', b'internet', b'much', b'devi=
c', b'love', b'fri', b'potato', b'game', b'changer', b'reheat', b'fri', b'f=
ood', b'add', b'crunch', b'remov', b'extra', b'oil', b'give', b'textur', b'=
packag', b'flawless', b'fast', b'love', b'look', b'like', b'beauti', b'beas=
t', b'better', b'timer', b'unwind', b'manual', b'set', b'need', b'solut', b=
'unplug']
***********************************************************************
[b'good', b'experi']
***********************************************************************
[b'food', b'rare', b'burn', b'even', b'forgot', b'check', b'sit', b'chicken=
', b'nuggest', b'bought', b'store', b'kept', b'without', b'need', b'appli',=
 b'oil', b'still', b'tast', b'great', b'recommend', b'spray', b'butter', b'=
food', b'item', b'put', b'insid', b'fryer', b'get', b'best', b'tast', b'don=
t', b'know', b'peopl', b'say', b'clean', b'thing', b'easi', b'take', b'fill=
', b'tray', b'water', b'soap', b'hour', b'wash', b'although', b'use', b'mul=
tipl', b'time', b'clean', b'get', b'dirti', b'small', b'thing', b'like', b'=
nugget', b'exhaust', b'fume', b'process', b'place', b'near', b'exaust', b'a=
ir', b'purifi', b'like']
***********************************************************************
[b'purchas', b'air', b'fryer', b'look', b'review', b'happi', b'bought', b'i=
tvwa', b'deliv', b'yesterday', b'good', b'sturdi', b'packag', b'earli', b'm=
orn', b'made', b'bruschetta', b'witg', b'tomato', b'onion', b'chees', b'pan=
eer', b'done', b'less', b'minut', b'crunchi', b'chees', b'melt', b'way', b'=
made', b'crunchi', b'soya', b'snack', b'drop', b'oil', b'soya', b'nugget', =
b'spice', b'tasti', b'snack', b'readi', b'minut', b'munch', b'lunch', b'mad=
e', b'bhindi', b'stuf', b'post', b'picturesm', b'wonder', b'done', b'less',=
 b'minut', b'colour', b'flavour', b'bhindi', b'came', b'awesom', b'brush', =
b'oil', b'top', b'bhindi', b'extra', b'oil', b'ad', b'would', b'say', b'wei=
ght', b'watcher', b'calori', b'concious', b'peopl', b'want', b'avoid', b'oi=
l', b'item']
***********************************************************************
[b'wonder', b'product']
***********************************************************************
[b'use', b'product', b'made', b'good', b'technolog', b'problem', b'made', b=
'china', b'box', b'inscript', b'written', b'chines', b'languag', b'felt', b=
'quit', b'cheat', b'buy', b'intern', b'mnc', b'brand', b'made']
***********************************************************************
[b'start', b'timid', b'play', b'safe', b'tri', b'recip', b'booklet', b'grad=
uat', b'tri', b'batter', b'fritter', b'air', b'fryer', b'happi', b'philip',=
 b'air', b'fryer', b'would', b'recommend', b'everyon']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'superb']
***********************************************************************
[b'great', b'stuff']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'excel', b'product', b'simpli', b'love']
***********************************************************************
[b'seller', b'servic', b'good', b'amazon', b'first', b'amazon', b'purchas',=
 b'surpris', b'product', b'arriv', b'two', b'day', b'purchas', b'bought', b=
'hard', b'drive', b'day', b'buy', b'also', b'deliv', b'within', b'daysway',=
 b'amazon', b'beat', b'snapdeal', b'even', b'flipkart', b'eas', b'come', b'=
product', b'use', b'thrice', b'vouch', b'compani', b'claim', b'mom', b'made=
', b'potato', b'fri', b'parotha', b'bora', b'bengali', b'cutlet', b'absolut=
', b'oil', b'sensit', b'oili', b'food', b'bought', b'decad', b'avoid', b'fr=
i', b'delicaci', b'year', b'final', b'abl', b'tast', b'fri', b'food', b'tha=
nk', b'philip', b'airfryer', b'health', b'freak', b'like', b'still', b'want=
', b'eat', b'fri', b'stuff', b'regret']
***********************************************************************
[b'much', b'warranti']
***********************************************************************
[b'excel']
***********************************************************************
[b'great', b'product', b'describ', b'compani', b'use', b'awesom', b'technol=
og', b'air', b'heat', b'make', b'roti', b'paratha', b'samosa', b'fringer', =
b'chip', b'mani', b'item', b'wit', b'minimum', b'use', b'oil', b'use', b'sp=
oon', b'full', b'oil', b'make', b'paratha', b'need', b'use', b'drop', b'oil=
', b'rest', b'cooker', b'would', b'take', b'care', b'want', b'enjoy', b'jun=
ki', b'food', b'still', b'want', b'remain', b'healthi', b'ahead', b'buy', b=
'product', b'rememb', b'buy', b'snapdeal', b'com', b'repeat', b'buy', b'sna=
pdeal', b'com', b'best', b'place', b'buy', b'today', b'amazon', b'check', b=
'websit', b'dont', b'ever', b'buy', b'form', b'snapdeal', b'com']
***********************************************************************
[b'perfect', b'applianc', b'foodi', b'think', b'fri', b'snack', b'think', b=
'calori', b'oil', b'intak', b'toil', b'gas', b'stove', b'sinc', b'got', b'a=
pplianc', b'enjoy', b'fri', b'snack', b'easier', b'perfect', b'even', b'gol=
den', b'color', b'crisp', b'snack', b'oil', b'make', b'healthi', b'snack']
***********************************************************************
[b'that', b'love', b'philip', b'made', b'super', b'awesom', b'product', b'c=
omplet', b'make', b'oili', b'food', b'tasti', b'bought', b'year', b'ago', b=
'singl', b'issu', b'use', b'everi', b'altern', b'day']
***********************************************************************
[b'first', b'great', b'deal', b'time', b'deliveri', b'thank', b'amazon', b'=
use', b'product', b'health', b'conscious', b'result', b'good', b'eatabl', b=
'fire', b'less', b'oil', b'point', b'note', b'food', b'item', b'well', b'co=
ok', b'air', b'fryer', b'definit', b'tast', b'slight', b'differ', b'sinc', =
b'use', b'soak', b'oil', b'crispi', b'moistur', b'retain', b'deep', b'fri',=
 b'unlik', b'cook', b'microwav', b'fri', b'process', b'take', b'slight', b'=
longer', b'time', b'usual', b'deep', b'fri', b'cater', b'time', b'especi', =
b'entertain', b'guest', b'air', b'fryer', b'use', b'dri', b'item', b'like',=
 b'samosa', b'kachori', b'cannot', b'use', b'fri', b'item', b'dip', b'besan=
', b'viscous', b'item', b'use', b'item', b'drastic', b'reduc', b'oil', b'co=
nsumpt']
***********************************************************************
[b'superb', b'worth', b'buy']
***********************************************************************
[b'love']
***********************************************************************
[b'fat', b'free']
***********************************************************************
[b'good']
***********************************************************************
[b'excel']
***********************************************************************
[b'look', b'nowher', b'els']
***********************************************************************
[b'good', b'buy']
***********************************************************************
[b'awesom']
***********************************************************************
[b'good']
***********************************************************************
[b'beyond', b'expect']
***********************************************************************
[b'excel']
***********************************************************************
[b'nice', b'health']
***********************************************************************
[b'fantast', b'product']
***********************************************************************
[b'work', b'great']
***********************************************************************
[b'good']
***********************************************************************
[b'superb']
***********************************************************************
[b'use', b'air', b'fryer', b'time', b'differ', b'brand', b'made', b'salmon'=
, b'bbq', b'chicken', b'first', b'day', b'came', b'well', b'lot', b'cook', =
b'instruct', b'avail', b'youtub', b'free', b'issu', b'india', b'get', b'sma=
ller', b'size', b'air', b'fryer', b'bigger', b'famili', b'might', b'limit',=
 b'quantiti', b'food', b'made', b'time']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'great', b'job']
***********************************************************************
[b'wish', b'bought', b'one', b'earlier']
***********************************************************************
[b'awesom']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'easi', b'use', b'clean', b'fast', b'cook', b'oil', b'requir', b'delici',=
 b'fri', b'chicken', b'fri']
***********************************************************************
[b'servic', b'good', b'rate', b'compar']
***********************************************************************
[b'must', b'buy', b'weight', b'watcher']
***********************************************************************
[b'easi', b'use', b'versatil']
***********************************************************************
[b'everyth', b'expect']
***********************************************************************
[b'love', b'french', b'fri', b'potato', b'wedg', b'chocol', b'cake', b'oil'=
, b'free', b'biryani', b'item', b'cook']
***********************************************************************
[b'love', b'tast', b'good', b'like', b'oil', b'fri', b'food', b'still', b'h=
ealth', b'benefit', b'offer', b'thumb', b'philip', b'airfryer', b'food', b'=
tast', b'chicken', b'fri', b'chicken', b'roll', b'samosa', b'etc', b'food',=
 b'tast', b'french', b'fri']
***********************************************************************
[b'found', b'product', b'excel', b'condit']
***********************************************************************
[b'good', b'product', b'thank', b'amazon', b'provid', b'great', b'prompt', =
b'servic', b'first', b'receiv', b'faulti', b'product', b'rais', b'complain'=
, b'amazon', b'replac', b'fresh', b'product', b'within', b'day', b'thank', =
b'amazon']
***********************************************************************
[b'great', b'cook', b'drop', b'oil']
***********************************************************************
[b'excel', b'product', b'happi', b'use', b'simpl', b'use', b'two', b'temp',=
 b'timer', b'use', b'oil', b'minim', b'absolut', b'amaz', b'product', b'goo=
d', b'healthi', b'cook', b'con', b'short', b'length', b'power', b'cord']
***********************************************************************
[b'excel', b'product', b'outstand', b'perform']
***********************************************************************
[b'excel', b'enjoy', b'fri', b'subzi']
***********************************************************************
[b'use', b'fri', b'month', b'good', b'use']
***********************************************************************
[b'easi', b'use', b'easi', b'clean', b'overal', b'like']
***********************************************************************
[b'air', b'fryer', b'live', b'expect', b'realli', b'use', b'less', b'oil', =
b'one', b'need', b'brush', b'oil', b'onto', b'food', b'downsid', b'clean', =
b'basket', b'need', b'done', b'fri', b'minim', b'extent', b'brush', b'oil',=
 b'use']
***********************************************************************
[b'superb']
***********************************************************************
[b'love', b'itemit', b'easi', b'useveri', b'use', b'must', b'everi']
***********************************************************************
[b'one', b'must', b'applianc']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'easi', b'use', b'tast', b'food', b'cook', b'superb']
***********************************************************************
[b'good']
***********************************************************************
[b'excel', b'product', b'swift', b'deliveri']
***********************************************************************
[b'small', b'enough', b'fit', b'tabl', b'top', b'made', b'finger', b'chip',=
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uminium', b'foil', b'aluminium', b'foil', b'contain', b'quantiti', b'item',=
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 b'right', b'advertis', b'quit', b'happi', b'result']
***********************************************************************
[b'famili', b'love']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'per', b'expect']
***********************************************************************
[b'bought', b'dewali', b'gift', b'mother', b'great', b'purchas', b'accessor=
i', b'almost', b'expens', b'fryer', b'self', b'note', b'abroad', b'peopl', =
b'get', b'muffin', b'cup', b'bake', b'accessori', b'purchas']
***********************************************************************
[b'nice']
***********************************************************************
[b'good']
***********************************************************************
[b'perfect', b'like', b'healthi', b'diet', b'tast', b'deep', b'fri', b'food=
', b'item', b'made', b'chicken', b'leg', b'fish', b'turn', b'amaz', b'clean=
', b'part', b'bit', b'messi', b'cant', b'give', b'maid', b'clean', b'might'=
, b'manhandl']
***********************************************************************
[b'great', b'product', b'buy']
***********************************************************************
[b'air', b'fryer', b'philip', b'sturdi', b'minimum', b'button', b'knob', b'=
everyth', b'super', b'easi', b'use', b'could', b'veg', b'finger', b'less', =
b'min']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'good', b'machin', b'air', b'fri', b'potato', b'tea', b'spoon', b'oil', b=
'almost', b'everyth', b'get', b'fri', b'bake', b'teaspoon', b'oil', b'cook'=
, b'chicken', b'cook', b'everyth', b'happi', b'purchas', b'use', b'almost',=
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***********************************************************************
[b'satisfi', b'product', b'receiv', b'day', b'back', b'tri', b'fri', b'roas=
t', b'veggi', b'capsicum', b'okra', b'brinjal', b'pumpkin', b'onion', b'bit=
ter', b'gourd', b'cauliflow', b'green', b'pea', b'togeth', b'realli', b'sur=
pris', b'result', b'use', b'tsp', b'oliv', b'oil', b'mix', b'herb', b'orega=
no', b'basil', b'thyme', b'chilli', b'flake', b'etc', b'tast', b'realli', b=
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', b'guilt', b'love', b'veget', b'avoid', b'much', b'oil', b'cook', b'tri',=
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'attempt', b'realli', b'great', b'product', b'thank', b'philip', b'amazon',=
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trong', b'recommend', b'tri', b'bought', b'long', b'back']
***********************************************************************
[b'make', b'time', b'kitchen', b'reduc', b'drastic', b'cook', b'even', b'fl=
avour', b'like', b'food', b'cook', b'oven']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'enjoy', b'eat', b'guilt', b'free', b'food']
***********************************************************************
[b'amaz', b'product', b'chicken', b'tast', b'good', b'tandoori', b'item', b=
'tri', b'tast', b'yummi', b'tri', b'chicken', b'fri', b'fish', b'fri', b'wa=
da', b'gulabjam', b'good', b'tandoori', b'item', b'simpli', b'superb', b'co=
ok', b'tast', b'also', b'good', b'oil', b'requir', b'easi', b'cook']
***********************************************************************
[b'product', b'deliv', b'time', b'pack', b'well', b'perfect', b'damag', b'p=
roduct', b'easi', b'use', b'use', b'work', b'perfect', b'fine', b'overal', =
b'excel', b'product']
***********************************************************************
[b'good']
***********************************************************************
[b'love', b'easi', b'use', b'havent', b'done', b'much', b'experiment', b're=
cip', b'futur']
***********************************************************************
[b'great', b'product', b'happi', b'perform', b'far']
***********************************************************************
[b'great', b'product', b'use', b'receiv', b'defect', b'product', b'philip',=
 b'replac', b'easili']
***********************************************************************
[b'total', b'met', b'expect', b'abl', b'eat', b'item', b'would', b'earlier'=
, b'eat', b'rare', b'guilt', b'prepar', b'becom', b'easier', b'stand', b'st=
ove', b'deep', b'fri', b'item', b'could', b'come', b'multipl', b'size', b'w=
ould', b'like', b'opt', b'bigger', b'size', b'one']
***********************************************************************
[b'function', b'realli', b'well']
***********************************************************************
[b'good']
***********************************************************************
[b'good', b'product', b'studi', b'receipi', b'plastic', b'bodi', b'got', b'=
heat', b'min', b'dont', b'know', b'may', b'normal', b'overal', b'work', b'f=
ish', b'lover']
***********************************************************************
[b'amaz', b'product', b'philip', b'bought', b'million', b'doubt', b'mind', =
b'wife', b'tri', b'differ', b'recip', b'amaz', b'tastier', b'healthier', b'=
get', b'recip', b'book', b'along', b'realli', b'magic', b'convert', b'fri',=
 b'item', b'healthi', b'one', b'without', b'compromis', b'tast', b'got', b'=
decent', b'cost', b'amazon', b'prior', b'deliveri', b'date']
***********************************************************************
[b'superb', b'product', b'utilis', b'minimum', b'oil', b'cook', b'food', b'=
take', b'cook', b'worth', b'wait', b'get', b'eat', b'liter', b'oil', b'free=
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', b'easi', b'clean', b'overal', b'must', b'recommend', b'product', b'kind'=
, b'result', b'deliv']
***********************************************************************
[b'nice', b'product', b'origin', b'pack', b'great', b'discount', b'buy', b'=
amazon', b'worth']
***********************************************************************
[b'fri', b'without', b'oil', b'slight', b'compromis', b'tast', b'els', b'wa=
nt', b'great', b'product', b'easi', b'clean', b'use']
***********************************************************************
[b'best', b'air', b'fryer', b'made', b'samosa', b'came', b'execel', b'witho=
ut', b'oil', b'hand', b'best', b'leagu', b'dont', b'cheaper', b'brand', b'p=
hilip', b'patent', b'air', b'tech', b'forg', b'fan', b'design', b'bottom', =
b'pan', b'help', b'circular', b'distribut', b'heat', b'circul', b'brand', b=
'incorpor', b'fryer', b'patent', b'philip', b'air', b'fryer']
***********************************************************************
[b'best', b'applianc', b'purchas', b'kitchen', b'good', b'health', b'use', =
b'almost', b'oil', b'tast', b'cook', b'food', b'excel', b'cook', b'quick', =
b'excel', b'cook', b'type', b'snack', b'snack', b'need', b'fri', b'done', b=
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otato', b'wedg', b'chicken', b'tikka', b'nugget', b'much', b'safe', b'even'=
, b'ten', b'year', b'old', b'use', b'happi', b'tremend', b'amount', b'space=
', b'make', b'snack', b'parti']
***********************************************************************
[b'great', b'product', b'everyon', b'must', b'easi', b'conveni', b'cook', b=
'snack', b'best', b'snack', b'lover']
***********************************************************************
[b'air', b'fryer', b'awesom', b'made', b'french', b'fri', b'sabudana', b'va=
da', b'puri', b'paneer', b'tikka', b'bhindi', b'came', b'great', b'tast', b=
'littl', b'oil', b'see', b'believ', b'great', b'price', b'amazon', b'happi'=
, b'servic', b'product', b'product', b'worth', b'invest']
***********************************************************************
[b'good', b'product', b'commit', b'oil', b'use', b'tandoori', b'chicken', b=
'prepar', b'use', b'oil']
***********************************************************************
[b'good', b'buy', b'price']
***********************************************************************
[b'great', b'product', b'quick', b'deliveri']
***********************************************************************
[b'love', b'product', b'philip', b'product', b'alway', b'depend', b'one', b=
'rock', b'solid', b'innov', b'philip', b'good', b'product', b'came', b'inta=
ct', b'thank', b'seller', b'good', b'seller']
***********************************************************************
[b'qualiti', b'product', b'expect', b'philip', b'excel', b'servic', b'amazo=
n', b'quick', b'deliveri', b'amazon', b'fastest', b'deliveri', b'time', b'p=
rice', b'drop', b'bit', b'sinc', b'bought', b'product', b'happen', b'new', =
b'product']
***********************************************************************
[b'satisfi', b'product', b'truli', b'live', b'claim', b'enabl', b'oil', b'f=
ree', b'cook', b'tast', b'food', b'turn', b'great']
***********************************************************************
[b'excel', b'product', b'great', b'innov', b'cook', b'must', b'buy', b'heal=
thi', b'lifestyl']
***********************************************************************
[b'best', b'decis', b'ever', b'reason', b'youd', b'want', b'philip', b'warr=
anti', b'support', b'otherwis', b'tech', b'teh', b'teh', b'avail', b'near',=
 b'half', b'price', b'reason', b'spend']
***********************************************************************
[b'best', b'air', b'fryer', b'chicken', b'tandoor', b'wit', b'ths', b'air',=
 b'fryer', b'yummi', b'best']
***********************************************************************
[b'much', b'satisfi', b'perform', b'item']
***********************************************************************
[b'love', b'like', b'anyth', b'cake', b'everyday']
***********************************************************************
[b'best', b'product', b'health', b'conscious', b'person', b'enjoy', b'delic=
i', b'dish']
***********************************************************************
[b'interest', b'took', b'oil', b'chicken', b'tikka', b'yet', b'thing', b'ma=
de', b'soft']
***********************************************************************
[b'wonder']
***********************************************************************
[b'cook', b'food', b'chicken', b'tast', b'best', b'drop', b'oil']
***********************************************************************
[b'easi', b'use', b'use', b'healthi', b'eat', b'cook', b'finger', b'fri', b=
'veget', b'roll', b'easili']
***********************************************************************
[b'good', b'item']
***********************************************************************
[b'excel', b'product', b'great', b'deal', b'perfect', b'deliveri', b'enjoy'=
, b'homemad', b'french', b'friesthank', b'cloudtail', b'amazon']
***********************************************************************
[b'good', b'air', b'fryer', b'worth', b'valu', b'pay', b'extra', b'brand', =
b'trueli', b'non', b'stick', b'basket', b'food', b'tast', b'good', b'enorm'=
, b'health', b'advantag', b'easi', b'clean']
***********************************************************************
[b'fantast', b'product', b'make', b'food', b'healthi', b'without', b'spoil'=
, b'tast', b'glad', b'bought']
***********************************************************************
[b'good']
***********************************************************************
[b'best', b'buy', b'good', b'health']
***********************************************************************
[b'found', b'product', b'entir', b'satisfact']
***********************************************************************
[b'easili', b'cook', b'food', b'minut']
***********************************************************************
[b'happi', b'product']
***********************************************************************
[b'satisfi', b'product', b'promis']
***********************************************************************
[b'worth', b'money']
***********************************************************************
[b'best', b'gift', b'mom', b'mother', b'day', b'product', b'nice', b'pack',=
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'tast', b'must', b'buy', b'product', b'health', b'conscious', b'peopl']
***********************************************************************
[b'satisfi']
***********************************************************************
[b'excel', b'product', b'prepar', b'delici', b'dish', b'neglig', b'use', b'=
oil']
***********************************************************************
[b'write', b'review', b'day', b'use', b'qualiti', b'design', b'philip', b'b=
est', b'delieveri', b'also', b'best', b'amazon', b'best', b'peopl', b'want'=
, b'oil', b'less', b'snack']
***********************************************************************
[b'found', b'broken', b'tri', b'sure', b'fault', b'order', b'replac', b'any=
way', b'still', b'awesom', b'product', b'gym', b'freak']
***********************************************************************
[b'amaz', b'quick', b'meal', b'without', b'oil', b'high', b'recommend', b'b=
uy']
***********************************************************************
[b'use', b'product', b'past', b'month', b'found', b'exterem', b'use', b'muc=
h', b'recommend', b'least', b'household', b'extend', b'famili', b'bought', =
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, b'samosa', b'fri', b'alway', b'pleasant', b'surpris', b'good', b'turn', b=
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to', b'bite', b'sausag', b'seekh', b'kebab', b'also', b'turn', b'well', b'f=
rier', b'one', b'help', b'resourc', b'airfryer', b'recip', b'love', b'phili=
p', b'airfryer', b'page', b'facebook', b'crowd', b'sourc', b'recip', b'phot=
o', b'thing', b'cook', b'airfryer', b'think', b'perhap', b'frequent', b'use=
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peopl', b'look', b'continur', b'eat', b'tasti', b'food', b'cut', b'oil', b'=
intak']
***********************************************************************
[b'excel', b'airfryer', b'health', b'conscious', b'best', b'dont', b'expect=
', b'exact', b'tast', b'deep', b'fri', b'job', b'well', b'bhindi', b'fri', =
b'french', b'fri', b'cake', b'veg', b'fri', b'enjoy', b'crispi', b'fri', b'=
retain', b'masala', b'tast', b'tri', b'chicken', b'must', b'say', b'tasti',=
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drain', b'tray', b'get', b'creativ', b'make', b'healthi', b'goooo', b'recip=
', b'book', b'got', b'expect', b'serv', b'purpos', b'alway', b'amazon', b'p=
rove', b'good', b'servic']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'use']
***********************************************************************
[b'amaz', b'product']
***********************************************************************
[b'excel', b'productmust', b'everi', b'kitchen', b'fri', b'food', b'relish'=
, b'also', b'good', b'home', b'gave', b'kid', b'easi', b'serv', b'delici', =
b'finger', b'fri', b'cutlet', b'veggi', b'strip', b'healthi', b'cook', b'me=
dium']
***********************************************************************
[b'terref']
***********************************************************************
[b'amaz', b'product', b'like', b'amazon']
***********************************************************************
[b'excel', b'machin', b'veg', b'nonveg', b'cook', b'excel', b'servic', b'am=
azon']
***********************************************************************
[b'fit', b'peep', b'must', b'work', b'realli', b'good', b'happi', b'pal']
***********************************************************************
[b'nice']
***********************************************************************
[b'great', b'great', b'great', b'great', b'must', b'whole', b'chicken', b'f=
it', b'cook', b'less', b'heat', b'longer', b'time']
***********************************************************************
[b'easi', b'use', b'good', b'deal', b'demo', b'guy', b'never', b'show']
***********************************************************************
[b'excel', b'product', b'great', b'deliveri', b'easi', b'use', b'clean']
***********************************************************************
[b'superb', b'healthi', b'option']
***********************************************************************
[b'good', b'altern', b'peopl', b'health', b'conscious']
***********************************************************************
[b'work', b'like', b'charm', b'glad', b'put', b'good', b'use', b'regular', =
b'fri', b'chicken', b'fish', b'justa', b'drop', b'oil', b'one', b'even', b'=
tell', b'differ', b'make', b'decent', b'potato', b'fri']
***********************************************************************
[b'good']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'best', b'one']
***********************************************************************
[b'air', b'fryer', b'arriv', b'day', b'month', b'skeptic', b'research', b'f=
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rain', b'good', b'tablespoon', b'oil', b'happi', b'hope', b'last', b'cant',=
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ell', b'like', b'fri', b'chicken', b'spice', b'oil', b'splatter', b'stand',=
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rill', b'pan', b'grand', b'bake', b'tray', b'grand', b'consid', b'buy', b'l=
ater', b'product', b'prove', b'durabl']
***********************************************************************
[b'brilliant', b'product', b'sit', b'pretti', b'anywher', b'kitchen', b'doe=
snt', b'take', b'much', b'space', b'cook', b'fri', b'roast', b'bake', b'vir=
tual', b'oil', b'major', b'issu', b'clean', b'liquid', b'stuck', b'mesh', b=
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w', b'air', b'fri', b'momo', b'cashew', b'chicken', b'wing', b'tandoori', b=
'chicken', b'chees', b'grill', b'chicken', b'nugget', b'etc', b'total', b's=
atisfi', b'dont', b'get', b'white', b'one', b'stain', b'easi']
***********************************************************************
[b'sure', b'go', b'tro', b'like', b'bought', b'trust', b'philip', b'boy', b=
'right', b'thing', b'love', b'easi', b'cook', b'maintain', b'good', b'healt=
h', b'avoid', b'oil', b'least', b'reduc', b'plenti', b'healthi', b'recip', =
b'video', b'avail', b'net', b'tri', b'sevewr', b'came', b'great', b'lovin']
***********************************************************************
[b'far', b'prove', b'incred', b'use', b'frozen', b'stuff', b'fri', b'chicke=
n', b'item', b'other', b'well', b'make', b'stuff', b'fresh', b'alo', b'bond=
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ct', b'last', b'frozen', b'item', b'use', b'actual', b'done', b'ad', b'oil'=
, b'oil', b'drop', b'basket', b'guilt', b'level', b'much', b'lower', b'go',=
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useddo', b'requir', b'stand', b'timenot', b'much', b'differ', b'tasteso', b=
'far', b'easi', b'use', b'everyth', b'deep', b'fryer', b'use', b'formuch', =
b'slower', b'use', b'deep', b'fryerso', b'far', b'week', b'lot', b'time', b=
'review', b'see', b'goe']
***********************************************************************
[b'noth']
***********************************************************************
[b'best', b'underr', b'kitchen', b'equip', b'item', b'made', b'tasti', b'de=
lici', b'despit', b'brush', b'oil', b'use', b'use', b'innov', b'also', b're=
sult', b'great', b'result', b'product', b'happi', b'dish', b'wife', b'abl',=
 b'make', b'ensur', b'tasti']
***********************************************************************
[b'nice', b'applianc', b'reach', b'less', b'hour', b'commend', b'live', b's=
mall', b'town', b'finish', b'qualiti', b'philip', b'amaz', b'far', b'better=
', b'air', b'fryer', b'saw', b'supermarket', b'easi', b'use', b'maid', b'co=
ok', b'use', b'without', b'difficulti', b'recommend', b'product', b'everi',=
 b'kitchen']
***********************************************************************
[b'nice', b'one']
***********************************************************************
[b'good', b'servic', b'work', b'realli', b'well', b'health', b'wealthi', b'=
use', b'month', b'tri', b'new', b'dish', b'everyday']
***********************************************************************
[b'thank', b'amazon', b'receiv', b'philip', b'air', b'fryer', b'perfect', b=
'condit', b'use', b'product', b'make', b'finger', b'chip', b'tandoori', b'p=
omfret', b'chicken', b'steak', b'fri', b'veget', b'till', b'today', b'happi=
', b'product', b'sure', b'use', b'make', b'mani', b'smack', b'delicaci']
***********************************************************************
[b'buy', b'second', b'time', b'time', b'gift', b'someon']
***********************************************************************
[b'good', b'product', b'sinc', b'got', b'tri', b'french', b'fri', b'chicken=
', b'nugget', b'chicken', b'wing', b'basa', b'fish', b'excel', b'tast', b'h=
ome', b'made', b'frozen', b'great', b'done', b'almost', b'without', b'oil',=
 b'bought', b'brush', b'wife', b'use', b'great', b'stuff']
***********************************************************************
[b'bless', b'tast', b'doesnt', b'chang', b'cook', b'easi']
***********************************************************************
[b'one', b'best', b'thing', b'purchas', b'far', b'read', b'review', b'state=
', b'indian', b'food', b'complet', b'disagre', b'mayb', b'veg', b'guy', b'c=
ook', b'food', b'perfect', b'doesnt', b'dri', b'food', b'also', b'concern',=
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p', b'mind', b'wire', b'long', b'voltag', b'requir', b'microwav', b'fridg',=
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 b'cut', b'tast']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'star', b'amazon', b'reciv', b'philip', b'air', b'fryer', b'issu', b'repo=
rt', b'amazon', b'chang', b'fantast', b'custom', b'servicenow', b'air', b'f=
ryer', b'philip', b'score', b'high', b'neat', b'fantast', b'product', b'coo=
k', b'frye', b'chicken', b'fish', b'paneer', b'food', b'tast', b'great', b'=
almost', b'food', b'cook', b'less', b'oilther', b'strong', b'need', b'attac=
h', b'like', b'back', b'tri', b'other', b'also', b'need', b'bast', b'brushu=
nbeliev']
***********************************************************************
[b'tri', b'chicken', b'nugget', b'french', b'fri', b'awesom', b'oil', b'fri=
', b'french', b'fri', b'anoth', b'oil', b'fri', b'chicken', b'nugget', b'fe=
edback', b'usag', b'day', b'still', b'plan', b'lot', b'yummi', b'food', b'i=
tem', b'amazon', b'full', b'fill', b'item', b'didnt', b'pack', b'amazon', b=
'use']
***********************************************************************
[b'product', b'good', b'cheap', b'market']
***********************************************************************
[b'air', b'fryer', b'sure', b'heart', b'day', b'save', b'unwant', b'oil', b=
'indian', b'add', b'fri', b'food', b'stuff', b'retain', b'ingredi', b'tast'=
, b'without', b'ad', b'unnatur', b'tast', b'heat', b'overh', b'oil', b'mot'=
, b'suitabl', b'light', b'fri', b'sausag', b'frankfurt', b'etc', b'shrink',=
 b'skin', b'crack', b'tri', b'non', b'veg', b'veg', b'food', b'come', b'bet=
ter', b'deep', b'fri']
***********************************************************************
[b'superb', b'devic', b'valu', b'money', b'take', b'sligh']
***********************************************************************
[b'wife', b'realli', b'love', b'recommend', b'product']
***********************************************************************
[b'bought', b'air', b'fryer', b'month', b'back', b'product', b'amaz', b'won=
t', b'believ', b'fri', b'item', b'without', b'oil', b'unless', b'see', b'ha=
nd', b'result', b'amaz', b'dish', b'tri', b'fri', b'french', b'fri', b'amaz=
', b'sausag', b'great', b'result', b'similar', b'oil', b'fri', b'drier', b'=
chicken', b'bread', b'fillet', b'perfect', b'fri', b'similar', b'fillet', b=
'kfc', b'delici', b'chicken', b'nugget', b'tri', b'nugget', b'twice', b'nev=
er', b'got', b'tast', b'oil', b'fri', b'fri', b'use', b'air', b'fryer', b'n=
ever', b'give', b'feel', b'sacrif', b'oil', b'fri', b'similar', b'opinion',=
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lso', b'believ', b'philip', b'air', b'fryer', b'consid', b'best', b'onlin',=
 b'con', b'devic', b'knob', b'unlik', b'whole', b'devic', b'knob', b'feel',=
 b'flimsi', b'particular', b'thermostat']
***********************************************************************
[b'good', b'kitchen', b'applianc', b'make', b'creativ', b'tri', b'veg', b'o=
ption', b'cook', b'per', b'expect']
***********************************************************************
[b'warranti', b'issu', b'amazon', b'purchas', b'get', b'hometown', b'warran=
ti', b'yearslov', b'productbak', b'chicken', b'awesom', b'quick', b'prepar'=
, b'tasti', b'see', b'pic', b'howev', b'french', b'potato', b'fri', b'expec=
t', b'shown', b'philip', b'air', b'fryer', b'advt', b'crispi', b'soeasi', b=
'wash', b'handl', b'product']
***********************************************************************
[b'love', b'complet', b'love', b'fri', b'food', b'babi', b'give', b'fri', b=
'food', b'without', b'use', b'oil', b'liter', b'singl', b'drop', b'oil']
***********************************************************************
[b'product', b'work', b'fine']
***********************************************************************
[b'love', b'food', b'would', b'also', b'like', b'keep', b'calori', b'check'=
, b'deep', b'fri', b'without', b'oil', b'amaz', b'work', b'dish', b'need', =
b'liquid', b'batter', b'coat', b'french', b'fri', b'samosa', b'cutlet', b'c=
hicken', b'fri', b'fish', b'fri', b'great', b'buy']
***********************************************************************
[b'tri', b'sever', b'food', b'stuff', b'veggi', b'potato', b'fri', b'bread'=
, b'piec', b'enjoy', b'potato', b'fri', b'without', b'drop', b'oil', b'yet'=
, b'tast', b'crispi', b'awesom', b'work', b'well', b'cannot', b'comment', b=
'longev', b'product', b'yet', b'oil', b'requir', b'healthi', b'simpl', b'us=
e']
***********************************************************************
[b'good', b'product', b'daili', b'cook', b'minimum', b'oil', b'tasti', b'fo=
od', b'easi', b'maintain', b'frequent', b'use', b'fish', b'fri', b'bake', b=
'roast', b'turn', b'good']
***********************************************************************
[b'good', b'addit', b'kitchen']
***********************************************************************
[b'best', b'air', b'fryer', b'market', b'date', b'unit', b'beauti', b'desig=
n', b'super', b'easi', b'use', b'cook', b'mani', b'delici', b'snack', b'wit=
hout', b'use', b'oil', b'still', b'retain', b'amaz', b'flavor', b'easi', b'=
clean', b'overal', b'great', b'product', b'would', b'high', b'recommend']
***********************************************************************
[b'must', b'health', b'conscious', b'peopl', b'easi', b'use', b'durabl', b'=
look', b'good', b'energi', b'saver', b'easi', b'handl', b'easi', b'clean']
***********************************************************************
[b'bought', b'launch', b'use', b'one', b'rough', b'year', b'function', b'pe=
rfect', b'till', b'date', b'never', b'get', b'anyth', b'repair', b'clean', =
b'littl', b'bit', b'difficult', b'wise', b'qualiti', b'product', b'star', b=
'inde']
***********************************************************************
[b'good', b'product', b'issu', b'wash', b'get', b'littl', b'tough', b'handl=
', b'attach', b'base', b'contain']
***********************************************************************
[b'love', b'iteasi', b'cook', b'oil', b'foodfrench', b'fri', b'etccrispi', =
b'turnsnic', b'buy', b'tri']
***********************************************************************
[b'think', b'buy', b'awesom', b'fryer', b'get', b'rid', b'kfc', b'mcdonald'=
, b'good', b'say', b'deep', b'fri', b'welcom', b'air', b'fryer']
***********************************************************************
[b'excel', b'product', b'philip', b'must', b'everi', b'health', b'conscious=
', b'household', b'avail', b'best', b'price', b'amazon', b'overal', b'treme=
nd', b'amazon', b'packag', b'seller', b'commit', b'deliv', b'perfect', b'pr=
oduct', b'product', b'great', b'use', b'time', b'perform', b'expect']
***********************************************************************
[b'good', b'product', b'small', b'famili', b'easi', b'use', b'easi', b'clea=
n', b'absorb', b'oil', b'complet', b'healthi', b'food', b'make']
***********************************************************************
[b'enjoy', b'eat', b'french', b'fri', b'cook', b'littl', b'oileasi', b'use'=
, b'easi', b'clean', b'love', b'profuct']
***********************************************************************
[b'use', b'applianc', b'soon', b'arriv', b'astonish', b'amaz', b'result', b=
'cook', b'item', b'turn', b'virtual', b'fat', b'free', b'moreov', b'enhanc'=
, b'flavour', b'case', b'roast', b'potato', b'tast', b'much', b'incredul', =
b'rate', b'fryer', b'simpli', b'top', b'bunch', b'high', b'recommend', b'pr=
ospect', b'buyer', b'hesit', b'acquir', b'fat', b'fri', b'item', b'normal',=
 b'shi', b'away', b'say', b'bye', b'bye', b'fat', b'hello', b'flavour', b'f=
ull', b'cook']
***********************************************************************
[b'amaz', b'product', b'healthi', b'easi', b'price', b'worth', b'dont', b'p=
roduct', b'enjoin']
***********************************************************************
[b'best', b'fryer', b'nugget', b'kabab', b'french', b'fri', b'etc', b'oil']
***********************************************************************
[b'bought', b'parent', b'absolut', b'love', b'easi', b'make', b'french', b'=
fri', b'even', b'india', b'snack', b'like', b'samosa', b'parantha', b'etc',=
 b'easi', b'clean', b'maintain', b'snack', b'tast', b'slight', b'differ', b=
'compar', b'deep', b'fri', b'that', b'small', b'compromis', b'make', b'heal=
th', b'benefit', b'brush', b'drop', b'oil', b'food', b'fryer', b'rest']
***********************************************************************
[b'use', b'match', b'good', b'health', b'conscious', b'one', b'eat', b'samo=
saand', b'kachori', b'often', b'need', b'afraid', b'fat', b'tri', b'mani', =
b'prepar', b'withlittl', b'common', b'sens', b'realli', b'boon', b'easi', b=
'use', b'everi', b'one']
***********************************************************************
[b'realli', b'good', b'product', b'use', b'regular', b'consum', b'less', b'=
oil', b'tast', b'fri', b'oil', b'thing', b'know', b'much', b'time', b'dish'=
, b'fri', b'cook']
***********************************************************************
[b'awsom', b'cook', b'tandoori', b'chicken', b'min', b'total', b'disadvanta=
g', b'capac', b'tast', b'depend', b'spice', b'use', b'big', b'differ', b'ta=
st', b'convent', b'fri']
***********************************************************************
[b'lover', b'good', b'fri', b'food', b'also', b'health', b'conscious', b'pr=
oduct', b'elit', b'look', b'easi', b'clean', b'finish', b'outsid', b'functi=
on', b'fit', b'part', b'good', b'insid', b'modular', b'give', b'easi', b'ac=
cess', b'put', b'food', b'well', b'eas', b'clean', b'use', b'almost', b'one=
', b'year', b'give', b'great', b'servic']
***********************************************************************
[b'great', b'product', b'worth', b'spend']
***********************************************************************
[b'instruct', b'manual', b'receiv', b'pleas', b'sendotherwis', b'use', b'pr=
oduct', b'handl', b'young', b'children', b'also']
***********************************************************************
[b'great', b'buy']
***********************************************************************
[b'use', b'product']
***********************************************************************
[b'bought', b'mom', b'love', b'happi', b'product', b'cook', b'cottag', b'ch=
ees', b'day', b'chicken', b'well']
***********************************************************************
[b'amaz', b'innov', b'great', b'healthier', b'altern', b'favourit', b'food'=
, b'tri', b'potato', b'samosa', b'bittergourd', b'okra', b'grill', b'red', =
b'yellow', b'capsicum', b'great', b'result']
***********************************************************************
[b'practic', b'healthi', b'must', b'everi', b'household', b'fri', b'without=
', b'oil', b'great', b'tast']
***********************************************************************
[b'excel', b'product', b'servic', b'amazon', b'also', b'good']
***********************************************************************
[b'work', b'advertis', b'deliv', b'schedul', b'happi']
***********************************************************************
[b'good', b'choic', b'health', b'conscious', b'make', b'great', b'fri']
***********************************************************************
[b'great', b'product', b'especi', b'famili', b'love', b'snack']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'ergonom', b'design', b'intuit', b'usabl']
***********************************************************************
[b'use', b'fri', b'food', b'user', b'oil', b'consumpt', b'neglig', b'cook',=
 b'time', b'faster']
***********************************************************************
[b'simpli', b'amaz']
***********************************************************************
[b'excel', b'product', b'make', b'life', b'wonder', b'oil', b'free', b'amaz=
', b'qualiti', b'product']
***********************************************************************
[b'awesom', b'gift', b'someon', b'like', b'much']
***********************************************************************
[b'excel', b'product', b'cord', b'could', b'littl', b'longer', b'though']
***********************************************************************
[b'money', b'worth']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'amaz', b'product', b'food', b'lover', b'wonder', b'non', b'oili', b'food=
', b'gadget']
***********************************************************************
[b'product', b'though', b'high', b'price', b'simpl', b'technolog']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'best', b'chicken', b'fish', b'samosa', b'test', b'yummi', b'good', b'buy=
']
***********************************************************************
[b'awesom', b'oxi', b'fryer', b'need', b'optim', b'time', b'per', b'food']
***********************************************************************
[b'good', b'nice', b'cool']
***********************************************************************
[b'cook', b'realli', b'fast', b'dont', b'need', b'even', b'singl', b'drop',=
 b'oil', b'cook']
***********************************************************************
[b'fantast', b'guiltfre', b'cook', b'possibl', b'philip', b'viva']
***********************************************************************
[b'like', b'lot', b'must']
***********************************************************************
[b'nice', b'concept', b'work', b'perfect', b'promis', b'help', b'guilt', b'=
free', b'eat', b'experi', b'two', b'thing', b'could', b'better', b'longer',=
 b'cabl', b'compart', b'insid', b'tray']
***********************************************************************
[b'excel', b'product', b'love', b'perman', b'fixtur', b'kitchen']
***********************************************************************
[b'excel', b'product', b'pleas', b'buy', b'best', b'health']
***********************************************************************
[b'wonder', b'item', b'save', b'lot', b'time', b'also', b'take', b'care', b=
'health']
***********************************************************************
[b'inculc', b'healthi', b'live', b'pratic', b'oil', b'prepar']
***********************************************************************
[b'come', b'good', b'safe', b'pack', b'product', b'also', b'met', b'expect'=
]
***********************************************************************
[b'excel', b'product', b'must', b'buy']
***********************************************************************
[b'think', b'best', b'product', b'cook', b'food']
***********************************************************************
[b'good', b'product', b'philipsmust', b'everi', b'kitchen', b'healthi', b'f=
ood', b'habit']
***********************************************************************
[b'amaz', b'product']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'good', b'defici', b'manual', b'describ', b'part', b'dos', b'dont']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'prompt', b'deliveri', b'amazon', b'usual', b'great', b'product', b'worth=
', b'everi', b'rupe', b'spent', b'famili', b'love']
***********************************************************************
[b'terrif', b'applianc', b'healthi', b'cook', b'eat', b'french', b'fri', b'=
without', b'guilt']
***********************************************************************
[b'amaz', b'product', b'easi', b'oper', b'fri', b'chicken', b'fish', b'fren=
ch', b'fri', b'eas', b'tast', b'best', b'healthi']
***********************************************************************
[b'good', b'product', b'use', b'regular', b'easi', b'cook', b'snack']
***********************************************************************
[b'super', b'product']
***********************************************************************
[b'good', b'price', b'great', b'product', b'use', b'everyday', b'must', b'b=
uy', b'want', b'eat', b'oil', b'good', b'food']
***********************************************************************
[b'good', b'product', b'deliveri', b'per', b'commit', b'timelin']
***********************************************************************
[b'amaz', b'product', b'healthi', b'food']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'excel', b'product', b'use', b'tini', b'amount', b'oil', b'huge', b'amoun=
t', b'use', b'convent', b'fri', b'strong', b'recommend']
***********************************************************************
[b'gift', b'mom', b'birthday', b'love', b'spot', b'deliveri']
***********************************************************************
[b'great', b'product', b'everyon', b'home', b'love', b'good', b'pack', b'de=
liveri']
***********************************************************************
[b'excel']
***********************************************************************
[b'wonder', b'product', b'cook', b'item', b'chicken', b'becam', b'excel']
***********************************************************************
[b'great', b'buy']
***********************************************************************
[b'great', b'product', b'speed', b'deliveri']
***********************************************************************
[b'best', b'product', b'cost', b'compar', b'competitor']
***********************************************************************
[b'amaz', b'product', b'fri', b'extrem', b'well', b'least', b'possibl', b'o=
il']
***********************************************************************
[b'valu', b'money', b'good', b'health']
***********************************************************************
[b'food', b'tast', b'differ', b'nowaday', b'use', b'sinc', b'day', b'arriv'=
]
***********************************************************************
[b'good', b'product', b'arriv', b'time']
***********************************************************************
[b'best', b'item', b'best', b'price', b'work', b'fine']
***********************************************************************
[b'good', b'product', b'excel', b'servic']
***********************************************************************
[b'perfect', b'cook']
***********************************************************************
[b'excel', b'product', b'made', b'veg', b'non', b'veg', b'crispi', b'textur=
ew', b'like', b'purchas', b'anoth', b'famili', b'enjoy']
***********************************************************************
[b'look']
***********************************************************************
[b'awesom', b'nonveg', b'food', b'recommed', b'product']
***********************************************************************
[b'work', b'good', b'sinc', b'year']
***********************************************************************
[b'yes', b'one', b'good', b'purchas', b'clean', b'littl', b'time', b'take',=
 b'process', b'want', b'proper']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'simpli', b'wow']
***********************************************************************
[b'best', b'way', b'avoid', b'oil', b'still', b'enjoy', b'fri', b'eatabl']
***********************************************************************
[b'excel', b'gadget', b'great', b'price']
***********************************************************************
[b'satisfi', b'purchas', b'fact', b'recommend', b'colleagu']
***********************************************************************
[b'aliment', b'better', b'lost', b'weight']
***********************************************************************
[b'good', b'product', b'good', b'packag', b'time', b'deliveri', b'would', b=
'sure', b'recommend', b'friend', b'relat']
***********************************************************************
[b'nice', b'product', b'happi', b'air', b'fryer', b'must', b'buy', b'philip=
', b'airfryer']
***********************************************************************
[b'best', b'home', b'use', b'oilless', b'cook']
***********************************************************************
[b'awesom']
***********************************************************************
[b'excel', b'product', b'must', b'buy', b'fri', b'lover']
***********************************************************************
[b'excel', b'product', b'peopl', b'want', b'consum', b'less', b'oil', b'coo=
k']
***********************************************************************
[b'incred', b'product', b'amaz', b'qualiti', b'wonder', b'technolog', b'wor=
th', b'price']
***********************************************************************
[b'good']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'excel', b'concept', b'deliv', b'benefit', b'promis']
***********************************************************************
[b'good', b'product', b'execel']
***********************************************************************
[b'use', b'sinc', b'last', b'month', b'issu', b'yet']
***********************************************************************
[b'enjoy', b'cook', b'philip', b'air', b'fryer']
***********************************************************************
[b'must', b'everi', b'kitchen']
***********************************************************************
[b'amaz', b'product', b'enjoy', b'fri', b'item', b'without', b'fear', b'inc=
reas', b'cholesterol']
***********************************************************************
[b'must', b'buy', b'product', b'calori', b'conscious', b'peopl']
***********************************************************************
[b'good', b'good', b'good', b'cook', b'lunch', b'dinner', b'thank', b'fast'=
, b'deliveri']
***********************************************************************
[b'happi', b'bought']
***********************************************************************
[b'good', b'save', b'oil', b'also', b'time', b'result', b'awesom']
***********************************************************************
[b'superb', b'product', b'especi', b'frozen', b'fri', b'alu', b'tikki']
***********************************************************************
[b'expect']
***********************************************************************
[b'truli', b'valu', b'money', b'use', b'product', b'kitchen']
***********************************************************************
[b'worth', b'price', b'save', b'lot', b'oil', b'fat']
***********************************************************************
[b'awesom', b'product', b'expect', b'almost', b'zero', b'oil', b'cook', b'e=
at', b'fri', b'meal', b'cook', b'chicken', b'nugget', b'kfc', b'style', b'c=
hicken', b'verieti']
***********************************************************************
[b'recd', b'commit', b'date', b'user', b'friend']
***********************************************************************
[b'good']
***********************************************************************
[b'good', b'hope', b'last', b'expect']
***********************************************************************
[b'best', b'best', b'philip']
***********************************************************************
[b'good']
***********************************************************************
[b'ultim', b'product', b'best', b'servic']
***********************************************************************
[b'good', b'servic', b'also', b'effect', b'use', b'last', b'two', b'year']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'excel', b'product', b'fuss', b'simpl', b'use', b'hard', b'differ', b'dee=
p', b'fri', b'food']
***********************************************************************
[b'super', b'cook', b'mani', b'item']
***********************************************************************
[b'wonder', b'product', b'easi', b'handl', b'one', b'make', b'healthi', b'f=
ood', b'less', b'effort', b'minimum', b'oil']
***********************************************************************
[b'wish', b'grill', b'easili', b'washabl']
***********************************************************************
[b'better', b'best']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'philip', b'applianc']
***********************************************************************
[b'best', b'product', b'roast', b'grill', b'etc', b'save', b'time', b'easi'=
, b'use', b'total', b'oil', b'free', b'cook', b'realli', b'happi', b'produc=
t', b'use', b'month', b'everyth', b'fine', b'product', b'high', b'recommend=
']
***********************************************************************
[b'work', b'fine', b'happi', b'product']
***********************************************************************
[b'good', b'choic', b'much', b'concern', b'health']
***********************************************************************
[b'love', b'tri', b'coupl', b'chicken', b'recip', b'everi', b'time', b'dish=
', b'turn', b'perfect', b'son', b'absolut', b'fan', b'fryer', b'made', b'jo=
b', b'damn', b'easi', b'would', b'definit', b'recommend', b'friend']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'great', b'experi', b'make', b'food', b'versatil']
***********************************************************************
[b'extrem', b'happi', b'product', b'still', b'experi', b'various', b'option=
', b'product', b'meet', b'exceed', b'expect', b'front', b'far']
***********************************************************************
[b'wonder', b'avoid', b'use', b'oil', b'simpl', b'use']
***********************************************************************
[b'healthi', b'way', b'cook']
***********************************************************************
[b'excel', b'product', b'easi', b'use', b'clean']
***********************************************************************
[b'excel', b'product', b'amaz', b'easi', b'use', b'great', b'result']
***********************************************************************
[b'want', b'els', b'one', b'ask', b'mani', b'thing', b'eat', b'without', b'=
intak', b'huge', b'calori', b'almost', b'tast', b'fri', b'food', b'healthi'=
]
***********************************************************************
[b'must', b'kitchen', b'cook', b'healthi', b'food', b'best', b'one', b'mark=
et']
***********************************************************************
[b'good']
***********************************************************************
[b'well', b'pack', b'deliv', b'time', b'good', b'qualiti']
***********************************************************************
[b'damn', b'end', b'eat', b'fri', b'chicken', b'everyth', b'cook', b'oil', =
b'oil', b'free', b'wont', b'make', b'fat', b'free']
***********************************************************************
[b'handi']
***********************************************************************
[b'must', b'kitchen', b'famili', b'satisfi', b'philip']
***********************************************************************
[b'fri', b'burger', b'mani', b'less', b'oil', b'best', b'home', b'use', b's=
inc', b'take', b'least', b'min', b'complet', b'job', b'suitabl', b'commerci=
', b'purpos', b'must', b'homey', b'five', b'star', b'doubt']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'satisfi', b'product', b'think', b'worth', b'buy', b'health', b'conscious=
', b'use', b'grill', b'fish', b'chicken', b'french', b'fri', b'without', b'=
drop', b'oil']
***********************************************************************
[b'good']
***********************************************************************
[b'long', b'time', b'brought', b'someth', b'suppos', b'better', b'healthi',=
 b'altern', b'regular', b'fri']
***********************************************************************
[b'awesom']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'great', b'product', b'great', b'shop', b'experi']
***********************************************************************
[b'one', b'best', b'product', b'ever', b'bought', b'amazon']
***********************************************************************
[b'best', b'thing', b'far', b'oil', b'cook', b'super']
***********************************************************************
[b'good', b'product', b'made', b'thing', b'less', b'oil']
***********************************************************************
[b'nic', b'product', b'use', b'realli', b'use', b'less', b'oil', b'good', b=
'healt', b'cookingit', b'work', b'tandoor', b'deep', b'fryer', b'toaster', =
b'etc', b'top', b'clean', b'easi', b'oper', b'also', b'easi']
***********************************************************************
[b'cook', b'amaz', b'love']
***********************************************************************
[b'good']
***********************************************************************
[b'easi', b'use', b'healthi', b'cook']
***********************************************************************
[b'good', b'expect']
***********************************************************************
[b'product', b'good', b'reciev', b'without', b'separat', b'wish', b'digit']
***********************************************************************
[b'great', b'buy', b'worth', b'money', b'easi', b'use', b'easi', b'clean']
***********************************************************************
[b'great', b'machin', b'work', b'amaz']
***********************************************************************
[b'amaz', b'product', b'time', b'deliveri']
***********************************************************************
[b'use', b'everi', b'altern', b'day', b'good', b'product']
***********************************************************************
[b'perfect', b'cook', b'healthi', b'food', b'less', b'oil', b'work', b'real=
li', b'good', b'veg', b'dish']
***********************************************************************
[b'good', b'product', b'satisfi', b'perform', b'air', b'fri', b'regular', b=
'ever', b'sinc', b'bought', b'product']
***********************************************************************
[b'good', b'excel']
***********************************************************************
[b'need']
***********************************************************************
[b'must', b'product', b'kitchen']
***********************************************************************
[b'realli', b'good', b'expect', b'super', b'happi']
***********************************************************************
[b'save', b'oil']
***********************************************************************
[b'nice', b'product', b'lesser', b'oil', b'consumpt']
***********************************************************************
[b'good', b'product', b'durabl', b'drop', b'day', b'intact']
***********************************************************************
[b'excel', b'product', b'much', b'demand', b'wed', b'present']
***********************************************************************
[b'amaz', b'product']
***********************************************************************
[b'handi', b'excel', b'make', b'eatabl', b'less', b'oil']
***********************************************************************
[b'must', b'gadget', b'kitchen', b'turn', b'kebab', b'bread', b'roll', b'fr=
ench', b'fri', b'well', b'cook', b'smell', b'healthi']
***********************************************************************
[b'excel']
***********************************************************************
[b'bought', b'father', b'law', b'diabet', b'love', b'fri', b'fish', b'air',=
 b'fryer', b'abl', b'enjoy', b'fri', b'fish', b'without', b'much', b'worri'=
, b'oil', b'risk', b'high', b'cholesterol', b'healthi', b'product']
***********************************************************************
[b'superb', b'speciay', b'chicken', b'sheik', b'littel', b'oil', b'say', b'=
half', b'spoon']
***********************************************************************
[b'happi', b'product']
***********************************************************************
[b'best', b'product', b'health']
***********************************************************************
[b'good', b'one']
***********************************************************************
[b'good', b'conveni', b'effort', b'save']
***********************************************************************
[b'deliv', b'timeand', b'best', b'buy', b'evermi', b'food', b'come', b'perf=
ect', b'timethi', b'littl', b'geni', b'must', b'ever', b'food', b'lover', b=
'health', b'conscious']
***********************************************************************
[b'suppos', b'great']
***********************************************************************
[b'excel']
***********************************************************************
[b'good']
***********************************************************************
[b'product', b'expect', b'deliveri', b'quick', b'use', b'product', b'though=
', b'somewhat', b'hard', b'clean']
***********************************************************************
[b'enjoy', b'like', b'buy', b'item', b'amazon']
***********************************************************************
[b'perfect', b'say', b'deep', b'fri', b'effect', b'oil', b'work', b'best', =
b'frozen', b'food', b'take', b'littl', b'effort', b'home', b'made', b'item'=
]
***********************************************************************
[b'far', b'good', b'time', b'fryer', b'actual', b'convect', b'oven', b'smal=
l', b'size', b'quit', b'good', b'job']
***********************************************************************
[b'life', b'time', b'invest', b'health', b'besid', b'user', b'friend', b'ga=
dget']
***********************************************************************
[b'great', b'deliveri', b'time', b'line', b'like', b'promo']
***********************************************************************
[b'great', b'product', b'love', b'idea', b'cook', b'someth', b'quick', b'he=
althi', b'tri', b'french', b'fri', b'fish', b'great']
***********************************************************************
[b'love', b'product', b'great', b'way', b'cut', b'deep', b'fri', b'stuff', =
b'tri', b'make', b'cocktail', b'pizza', b'youll', b'fall', b'easi', b'use',=
 b'clean']
***********************************************************************
[b'good', b'purchas', b'work', b'well', b'got', b'deliv', b'safe', b'pack']
***********************************************************************
[b'good', b'product', b'healthi', b'food']
***********************************************************************
[b'work', b'great', b'use', b'issu']
***********************************************************************
[b'good']
***********************************************************************
[b'nice', b'product', b'issu']
***********************************************************************
[b'handi']
***********************************************************************
[b'kickass', b'make', b'fri', b'everi', b'day', b'love']
***********************************************************************
[b'great', b'productphillip', b'way', b'better', b'cheaper', b'brand']
***********************************************************************
[b'yes', b'awesom', b'cook', b'french', b'fri', b'fri', b'flour', b'cook', =
b'healthi', b'almost', b'crunchi', b'food', b'item']
***********************************************************************
[b'nice', b'product', b'eas', b'worri', b'fat']
***********************************************************************
[b'get', b'tummi', b'insid', b'buy', b'non', b'fat', b'cook', b'devic', b'g=
reat', b'qualiti', b'good', b'pack', b'well', b'time', b'deliveri', b'look'=
, b'item', b'lightn', b'deal', b'cost', b'less']
***********************************************************************
[b'good', b'use', b'month', b'french', b'super']
***********************************************************************
[b'wow']
***********************************************************************
[b'excel', b'product', b'would', b'recommend', b'buy', b'air', b'fryer', b'=
air', b'fri', b'bake', b'beauti', b'thank']
***********************************************************************
[b'excel', b'product', b'conveni', b'easi', b'oper', b'clean']
***********************************************************************
[b'work', b'way', b'list', b'accompani', b'booklet', b'fri', b'wonder', b't=
asti', b'dish', b'without', b'use', b'much', b'oil']
***********************************************************************
[b'good', b'producti', b'like']
***********************************************************************
[b'best', b'choic', b'best', b'option', b'compar', b'microwav', b'feel', b'=
delight']
***********************************************************************
[b'great', b'product', b'consid', b'buy', b'item']
***********************************************************************
[b'fantast', b'project', b'must']
***********************************************************************
[b'amaz', b'product', b'entir', b'famili', b'less', b'oil', b'consumpt', b'=
good', b'health']
***********************************************************************
[b'easi', b'oper', b'onlin', b'support', b'along', b'manual', b'definit', b=
'help', b'cook', b'food', b'take', b'less', b'time', b'cokktin', b'compar',=
 b'oven']
***********************************************************************
[b'awsm', b'servic', b'philip', b'amazon']
***********************************************************************
[b'use', b'littl', b'cost']
***********************************************************************
[b'best', b'snack']
***********************************************************************
[b'nice', b'product', b'health', b'make', b'kebab', b'like', b'micro', b'ov=
en']
***********************************************************************
[b'absolut', b'amaz', b'product', b'perfect', b'fli', b'stuff']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'product', b'cours', b'one', b'need', b'get', b'use', b'cook', b=
'good', b'stuff', b'foodi']
***********************************************************************
[b'great', b'product', b'healthi', b'eat', b'easi', b'use', b'quick']
***********************************************************************
[b'best', b'money', b'buy', b'simpli', b'love', b'cook', b'fri', b'grill', =
b'bake', b'roast', b'well', b'valu', b'health', b'money']
***********************************************************************
[b'wonder', b'product', b'great', b'time', b'experi', b'easi', b'use', b'cl=
ean', b'like', b'littl', b'oven', b'basic']
***********************************************************************
[b'love', b'excel', b'piec', b'applianc']
***********************************************************************
[b'must', b'buy', b'inalasa', b'airfryer']
***********************************************************************
[b'cook', b'chicken', b'made', b'cake', b'biscuit', b'easi', b'use', b'clea=
n', b'year', b'proper', b'use', b'mainten', b'still', b'good', b'new', b'pl=
eas', b'note', b'small', b'size', b'larg', b'amount', b'good', b'cook', b'b=
atch', b'cook', b'larg', b'amount', b'often', b'larger', b'size', b'airfrye=
r']
***********************************************************************
[b'good', b'product', b'yet', b'explor', b'full', b'potenti', b'one', b'sti=
ll', b'love']
***********************************************************************
[b'absolut', b'fantast']
***********************************************************************
[b'good', b'design']
***********************************************************************
[b'must', b'buy']
***********************************************************************
[b'five', b'star']
***********************************************************************
[]
***********************************************************************
[b'drastic', b'reduc', b'oil', b'consumpt']
***********************************************************************
[b'product', b'good', b'amazon', b'servic', b'good']
***********************************************************************
[b'nice']
***********************************************************************
[b'great', b'kitchen', b'aid']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'love']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'use']
***********************************************************************
[b'best', b'beast']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'awesom', b'foodi']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'awesom']
***********************************************************************
[b'must', b'buy', b'peopl', b'want', b'healthi', b'food']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'five', b'star']
***********************************************************************
[]
***********************************************************************
[b'recommend']
***********************************************************************
[b'good', b'air', b'fryer']
***********************************************************************
[b'high', b'qualiti', b'finish', b'practic', b'digit', b'control']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'overal', b'good']
***********************************************************************
[b'healthi', b'gadget']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'excel']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'easi', b'use', b'valu', b'money']
***********************************************************************
[b'xlent', b'product', b'must', b'buy']
***********************************************************************
[b'wowwww', b'must', b'buy']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'great', b'product', b'worth', b'price']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'high', b'recommend']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'product', b'good', b'use']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'good', b'product', b'satisfi']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'good', b'air', b'fryer']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'super']
***********************************************************************
[b'exel', b'happi']
***********************************************************************
[b'happi', b'perform']
***********************************************************************
[b'easi', b'use', b'effici']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'nice']
***********************************************************************
[b'best', b'buy']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'good']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'nice', b'share', b'other']
***********************************************************************
[b'cook', b'excel']
***********************************************************************
[b'splendid', b'marvel', b'tremend']
***********************************************************************
[b'great', b'cook', b'time']
***********************************************************************
[b'amaz', b'product', b'still', b'learn', b'use']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'terrif', b'product']
***********************************************************************
[b'best', b'gift']
***********************************************************************
[b'must', b'kitchen']
***********************************************************************
[b'dri', b'fryer']
***********************************************************************
[b'handi', b'gadget']
***********************************************************************
[b'worth', b'buy']
***********************************************************************
[b'american', b'micron', b'best', b'reduc', b'oil', b'consumpt']
***********************************************************************
[b'amaz', b'american', b'micron']
***********************************************************************
[b'good', b'qualiti', b'product']
***********************************************************************
[b'use', b'item', b'kitchen']
***********************************************************************
[b'good', b'product', b'valu', b'money']
***********************************************************************
[b'sturdi', b'faster']
***********************************************************************
[b'genuin', b'qualiti', b'price']
***********************************************************************
[b'excel', b'valu', b'money']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'perfect']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'oil', b'less', b'journey']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'excel', b'air', b'fryer']
***********************************************************************
[b'good', b'buy']
***********************************************************************
[b'dont', b'one', b'yet', b'get']
***********************************************************************
[b'worth', b'price']
***********************************************************************
[b'awesom', b'product', b'perfect', b'tast']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'awesom']
***********************************************************************
[b'super', b'need', b'recip', b'book']
***********************************************************************
[b'amaz', b'product']
***********************************************************************
[b'receiv', b'product', b'good', b'pack', b'also', b'look', b'materi', b'pr=
oduct']
***********************************************************************
[b'extrem', b'satisfi']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'good', b'qualiti', b'product', b'worth', b'everi', b'penni']
***********************************************************************
[b'best', b'product', b'price', b'rang']
***********************************************************************
[b'fantast']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'nice', b'easi', b'use', b'clean']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'valu', b'money', b'justifi']
***********************************************************************
[b'dont', b'worri', b'fri', b'item']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'fair', b'good']
***********************************************************************
[b'nice']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'excel']
***********************************************************************
[b'premium', b'qualiti', b'product', b'great', b'price']
***********************************************************************
[b'thumb']
***********************************************************************
[b'american', b'air', b'fryer', b'excel', b'product', b'price', b'rang']
***********************************************************************
[b'good', b'wonder']
***********************************************************************
[b'best', b'best', b'price']
***********************************************************************
[b'american', b'micron', b'air', b'fryer']
***********************************************************************
[b'awesom', b'fryer', b'price']
***********************************************************************
[b'reliabl']
***********************************************************************
[b'perfect', b'product', b'kitchen']
***********************************************************************
[b'time', b'deliveri']
***********************************************************************
[b'great', b'devic']
***********************************************************************
[b'super', b'fryer']
***********************************************************************
[b'good', b'one']
***********************************************************************
[b'thank']
***********************************************************************
[b'realli', b'work']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'healthi', b'valu', b'addit', b'one', b'kitchen']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'worth', b'valu', b'respect', b'price', b'qualiti', b'healthi']
***********************************************************************
[b'awesom']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'good']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'total', b'worth']
***********************************************************************
[b'nice']
***********************************************************************
[b'good', b'product', b'prepar', b'healthi', b'snack']
***********************************************************************
[b'worth', b'money']
***********************************************************************
[b'star']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'nice', b'product', b'lowest', b'cost']
***********************************************************************
[b'happi', b'purchas']
***********************************************************************
[b'worth', b'money']
***********************************************************************
[b'awsm', b'product']
***********************************************************************
[b'everi', b'household', b'must', b'buy', b'item']
***********************************************************************
[b'fantast', b'product', b'competit', b'price', b'gadar']
***********************************************************************
[b'good']
***********************************************************************
[b'easi', b'use', b'great', b'tast', b'minim', b'oil']
***********************************************************************
[b'conveni', b'healthi', b'option', b'peopl', b'enjoy', b'food', b'option']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'excel', b'air', b'fryer', b'increas', b'life', b'span']
***********************************************************************
[b'worth', b'buy']
***********************************************************************
[b'must', b'health', b'conscious']
***********************************************************************
[b'love']
***********************************************************************
[b'superl', b'product', b'great', b'price']
***********************************************************************
[b'must', b'applienc', b'healthier', b'life', b'style']
***********************************************************************
[b'must', b'product', b'everi', b'kitchen']
***********************************************************************
[b'great']
***********************************************************************
[]
***********************************************************************
[b'econom', b'tasti', b'food']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'easi', b'oper', b'valu', b'money']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'verygood']
***********************************************************************
[b'must', b'buy']
***********************************************************************
[b'hilton', b'air', b'fryer', b'blind']
***********************************************************************
[b'nise']
***********************************************************************
[b'awesom']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'must', b'buy', b'inalasa', b'airfryer']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'better', b'expect']
***********************************************************************
[b'good', b'must', b'product']
***********************************************************************
[b'perfect', b'product', b'perfect', b'price']
***********************************************************************
[b'excel', b'product', b'dont', b'think']
***********************************************************************
[b'superb']
***********************************************************************
[b'ad', b'conveni', b'health', b'kitchen']
***********************************************************************
[b'nycc', b'product', b'afford', b'price', b'must', b'buy']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'great', b'product', b'amaz', b'price']
***********************************************************************
[b'buy', b'buy']
***********************************************************************
[b'eas', b'use']
***********************************************************************
[b'boon', b'health', b'conscious', b'peopl']
***********************************************************************
[b'inalsa', b'air', b'fryer']
***********************************************************************
[b'good', b'product', b'reason', b'price']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'inalsa', b'air', b'fryer', b'rock']
***********************************************************************
[b'easi', b'oper']
***********************************************************************
[b'must', b'give']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'great']
***********************************************************************
[b'air', b'fryer']
***********************************************************************
[b'excel', b'product', b'valu', b'money']
***********************************************************************
[b'work', b'effici']
***********************************************************************
[b'good', b'buy']
***********************************************************************
[b'use']
***********************************************************************
[b'great']
***********************************************************************
[b'inalsa']
***********************************************************************
[b'excel']
***********************************************************************
[b'superb']
***********************************************************************
[b'good', b'easi', b'use', b'product']
***********************************************************************
[b'worth', b'money']
***********************************************************************
[b'conveni', b'healthi']
***********************************************************************
[b'easi', b'use', b'clean']
***********************************************************************
[b'amaz', b'product']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'great', b'product', b'oil', b'requir']
***********************************************************************
[b'excel']
***********************************************************************
[b'worth', b'buy']
***********************************************************************
[b'tast', b'health']
***********************************************************************
[b'good', b'one']
***********************************************************************
[b'awesom', b'air', b'fryer', b'easi', b'use', b'job']
***********************************************************************
[b'need', b'buy', b'gift']
***********************************************************************
[b'perfect', b'snack']
***********************************************************************
[b'perfect', b'choic', b'famili', b'valu', b'money']
***********************************************************************
[b'marvel', b'item', b'hilton', b'intnl']
***********************************************************************
[b'say', b'goodby', b'oili', b'food']
***********************************************************************
[b'product']
***********************************************************************
[b'best', b'air', b'fryer', b'qualiti', b'wise', b'come', b'across']
***********************************************************************
[b'product', b'good', b'look', b'good', b'made', b'thing', b'purchas']
***********************************************************************
[b'excel', b'product', b'use', b'week', b'chicken']
***********************************************************************
[b'good', b'job', b'keep']
***********************************************************************
[b'perfect']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'decent', b'air', b'frier', b'low', b'cost']
***********************************************************************
[b'nice', b'qualiti']
***********************************************************************
[b'shes', b'alreadi', b'tri', b'recipi', b'day', b'enjoy', b'aswel', b'didn=
t', b'get']
***********************************************************************
[b'good', b'experi']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'excel']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'excel', b'daili', b'healthi', b'cook']
***********************************************************************
[b'easi', b'use', b'healthi', b'flavour', b'rich', b'food', b'fryer']
***********************************************************************
[b'one', b'kind', b'product']
***********************************************************************
[b'aid', b'kitchen']
***********************************************************************
[b'best', b'bachelor']
***********************************************************************
[b'must', b'buy']
***********************************************************************
[b'great', b'product', b'low', b'cost']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'air', b'frier']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[]
***********************************************************************
[b'best', b'class']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'excel', b'air', b'fryer', b'amaz', b'price']
***********************************************************************
[b'absolut', b'blown', b'away', b'wonder', b'product', b'technolog', b'perm=
it', b'fri', b'littl']
***********************************************************************
[b'great', b'purchas']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'oil', b'free']
***********************************************************************
[b'healthi', b'tasti']
***********************************************************************
[b'nice', b'fryer', b'tast', b'good', b'cook', b'good']
***********************************************************************
[b'thank', b'american', b'micron', b'good', b'product']
***********************************************************************
[b'realli', b'good', b'product', b'use', b'last', b'month']
***********************************************************************
[b'far', b'good']
***********************************************************************
[]
***********************************************************************
[]
***********************************************************************
[b'good', b'size', b'great', b'price']
***********************************************************************
[b'great', b'product', b'issu', b'face']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'new', b'best', b'friend']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'dont', b'weist', b'time', b'think', b'buy']
***********************************************************************
[b'best', b'rang']
***********************************************************************
[b'useful']
***********************************************************************
[b'need', b'recip', b'booklet']
***********************************************************************
[b'cook', b'made', b'littl', b'easi', b'littl', b'chang', b'tast']
***********************************************************************
[b'excel']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'nice', b'product', b'worth', b'money', b'spent']
***********************************************************************
[b'four', b'star']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'good']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'good', b'vfm', b'product']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'awesom', b'product', b'timer']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'amaz', b'brand']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'super', b'product']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'good', b'fantast', b'product']
***********************************************************************
[b'perfect', b'addit', b'kitchen']
***********************************************************************
[b'satisfi']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'amaz', b'product', b'health', b'conscious', b'peopl']
***********************************************************************
[b'love']
***********************************************************************
[b'awesom', b'product', b'price']
***********************************************************************
[b'wonder', b'product']
***********************************************************************
[b'healthi']
***********************************************************************
[b'guiltfre']
***********************************************************************
[b'good', b'fryer']
***********************************************************************
[b'best', b'product', b'price']
***********************************************************************
[b'superb', b'product']
***********************************************************************
[b'amaz', b'purchas']
***********************************************************************
[b'inalsa', b'best', b'choic']
***********************************************************************
[b'good', b'valu', b'money']
***********************************************************************
[b'got']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'best', b'put', b'use']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'easi', b'use']
***********************************************************************
[b'good', b'use']
***********************************************************************
[b'perfect', b'replac', b'deep', b'shallow', b'fri']
***********************************************************************
[b'easi', b'handl', b'use']
***********************************************************************
[b'use', b'product']
***********************************************************************
[b'good', b'product', b'right', b'price']
***********************************************************************
[b'nice', b'ultim', b'product']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'excel']
***********************************************************************
[b'must', b'buy', b'want', b'cut', b'oil']
***********************************************************************
[b'use', b'product']
***********************************************************************
[b'airfrier', b'healthi', b'food']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'warranti', b'issu']
***********************************************************************
[b'good']
***********************************************************************
[b'excel', b'easi', b'use', b'product']
***********************************************************************
[b'realli', b'good', b'use']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'inalsa', b'air', b'fryer']
***********************************************************************
[b'best', b'air', b'fryer']
***********************************************************************
[b'osum']
***********************************************************************
[b'healthi', b'lifestyl']
***********************************************************************
[b'best', b'air', b'fryer']
***********************************************************************
[b'good', b'enough', b'peopl']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'money', b'well', b'spent']
***********************************************************************
[b'nice']
***********************************************************************
[b'great', b'buy']
***********************************************************************
[b'absolut', b'great']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'conveni']
***********************************************************************
[b'air', b'fryer']
***********************************************************************
[b'good', b'must', b'buy', b'modern', b'kitchen']
***********************************************************************
[b'grt', b'product', b'grt', b'price']
***********************************************************************
[b'perfect', b'air', b'fryer', b'budget']
***********************************************************************
[b'good', b'conveni', b'devic']
***********************************************************************
[b'worthi', b'purchas', b'good', b'price']
***********************************************************************
[b'amaz', b'experi']
***********************************************************************
[b'good', b'buy']
***********************************************************************
[b'effici', b'product']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'use', b'product']
***********************************************************************
[b'must', b'buy']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'superb', b'perform']
***********************************************************************
[b'start', b'stop', b'button']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'import', b'know', b'use', b'proper']
***********************************************************************
[b'look', b'good', b'product', b'suitabl', b'price']
***********************************************************************
[]
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'useful']
***********************************************************************
[b'excel']
***********************************************************************
[b'must', b'healthi', b'lifestyl']
***********************************************************************
[b'love']
***********************************************************************
[b'size', b'good', b'easi', b'clean']
***********************************************************************
[b'must', b'health', b'conscious']
***********************************************************************
[b'love']
***********************************************************************
[b'superl', b'product', b'great', b'price']
***********************************************************************
[b'must', b'applienc', b'healthier', b'life', b'style']
***********************************************************************
[b'great']
***********************************************************************
[b'ad', b'conveni', b'health', b'kitchen']
***********************************************************************
[b'good', b'buy']
***********************************************************************
[b'nycc', b'product', b'afford', b'price', b'must', b'buy']
***********************************************************************
[b'inalsa']
***********************************************************************
[b'excel']
***********************************************************************
[b'superb']
***********************************************************************
[b'good', b'easi', b'use', b'product']
***********************************************************************
[b'worth', b'money']
***********************************************************************
[b'conveni', b'healthi']
***********************************************************************
[b'easi', b'use', b'clean']
***********************************************************************
[b'worth', b'buy']
***********************************************************************
[b'amaz', b'product']
***********************************************************************
[b'excel', b'air', b'fryer', b'increas', b'life', b'span']
***********************************************************************
[b'conveni', b'healthi', b'option', b'peopl', b'enjoy', b'food', b'option']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'better', b'expect']
***********************************************************************
[b'good', b'must', b'product']
***********************************************************************
[b'perfect', b'product', b'perfect', b'price']
***********************************************************************
[b'econom', b'tasti', b'food']
***********************************************************************
[b'excel', b'product', b'dont', b'think']
***********************************************************************
[]
***********************************************************************
[b'must', b'product', b'everi', b'kitchen']
***********************************************************************
[b'happi', b'purchas']
***********************************************************************
[b'worth', b'money']
***********************************************************************
[b'awsm', b'product']
***********************************************************************
[b'everi', b'household', b'must', b'buy', b'item']
***********************************************************************
[b'fantast', b'product', b'competit', b'price', b'gadar']
***********************************************************************
[b'good']
***********************************************************************
[b'easi', b'use', b'great', b'tast', b'minim', b'oil']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'great', b'product', b'oil', b'requir']
***********************************************************************
[b'excel']
***********************************************************************
[b'great']
***********************************************************************
[b'air', b'fryer']
***********************************************************************
[b'excel', b'product', b'valu', b'money']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good']
***********************************************************************
[b'excel', b'retail', b'product']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'valu', b'buy']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'amaz', b'product']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'worth', b'everi', b'penni']
***********************************************************************
[b'easi', b'conveni']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'must', b'give']
***********************************************************************
[b'easi', b'oper']
***********************************************************************
[b'inalsa', b'air', b'fryer', b'rock']
***********************************************************************
[b'worth', b'buy']
***********************************************************************
[b'tast', b'health']
***********************************************************************
[b'good', b'one']
***********************************************************************
[b'awesom', b'air', b'fryer', b'easi', b'use', b'job']
***********************************************************************
[b'great']
***********************************************************************
[b'need', b'buy', b'gift']
***********************************************************************
[b'use']
***********************************************************************
[b'must', b'buy', b'valu', b'money']
***********************************************************************
[b'work', b'effici']
***********************************************************************
[b'great', b'product', b'amaz', b'price']
***********************************************************************
[b'buy', b'buy']
***********************************************************************
[b'eas', b'use']
***********************************************************************
[b'boon', b'health', b'conscious', b'peopl']
***********************************************************************
[b'inalsa', b'air', b'fryer']
***********************************************************************
[b'good', b'product', b'reason', b'price']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'satisfi', b'product', b'perform']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'thank', b'inalsa', b'applianc']
***********************************************************************
[b'inalsa', b'air', b'fri']
***********************************************************************
[b'seem', b'good']
***********************************************************************
[b'wonder', b'util']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'best', b'qualiti']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'must']
***********************************************************************
[b'good']
***********************************************************************
[b'compet', b'price', b'inalsa', b'air', b'fryer']
***********************************************************************
[b'air', b'fryer', b'much', b'healthier', b'today']
***********************************************************************
[]
***********************************************************************
[b'good']
***********************************************************************
[b'awesom']
***********************************************************************
[b'great', b'priduct']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'excel', b'product', b'proud', b'owner', b'inalsa', b'air', b'fryer']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'bestest', b'air', b'fryer']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good']
***********************************************************************
[b'best']
***********************************************************************
[b'nice', b'product', b'inalsa']
***********************************************************************
[b'good']
***********************************************************************
[b'gorgeous']
***********************************************************************
[b'inhalsa', b'air', b'fryer']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'inalsa', b'airfryer']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'use', b'modern', b'kitchen']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[]
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'product', b'good', b'custom', b'care', b'app', b'portal', b'need', b'imp=
rov']
***********************************************************************
[b'fryer', b'good', b'sure', b'warranti']
***********************************************************************
[b'electr', b'kitchen']
***********************************************************************
[b'good', b'qualiti', b'air', b'fryer']
***********************************************************************
[b'good', b'buy']
***********************************************************************
[b'damm', b'good', b'price', b'point']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'best', b'product', b'everi', b'kitchen']
***********************************************************************
[b'must', b'everi', b'kitchen']
***********************************************************************
[b'product', b'awesom', b'cook', b'anyth', b'without', b'oil']
***********************************************************************
[b'worth', b'buy']
***********************************************************************
[b'simpli', b'must', b'health', b'cautious']
***********************************************************************
[b'worth', b'everi', b'penni']
***********************************************************************
[b'sturdi', b'applianc', b'valu', b'money']
***********************************************************************
[b'excel', b'product', b'use']
***********************************************************************
[b'less', b'oil', b'cook']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'healthi', b'way', b'perfect', b'cook']
***********************************************************************
[b'best', b'bang', b'buck', b'airfryer']
***********************************************************************
[b'regret', b'yet']
***********************************************************************
[b'extrem', b'well', b'built', b'use', b'product']
***********************************************************************
[b'good', b'overal']
***********************************************************************
[b'valu', b'money', b'easi', b'clean']
***********************************************************************
[b'good', b'use', b'product']
***********************************************************************
[b'easi', b'use', b'good', b'product']
***********************************************************************
[b'inalsa', b'rock']
***********************************************************************
[b'product', b'describ']
***********************************************************************
[b'inalsa', b'air', b'fryer', b'great']
***********************************************************************
[b'easi', b'use', b'valu', b'money']
***********************************************************************
[b'valu', b'money', b'product']
***********************************************************************
[b'relat', b'alreadi', b'use', b'similar', b'product', b'compar', b'inalsa'=
, b'better', b'fryer']
***********************************************************************
[b'amaz', b'air', b'fryer']
***********************************************************************
[b'nice', b'handi']
***********************************************************************
[b'nice']
***********************************************************************
[b'avail', b'flipkart']
***********************************************************************
[b'magic', b'kitchen', b'applianc']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'good']
***********************************************************************
[b'nice']
***********************************************************************
[b'realli', b'great', b'product', b'wonder', b'price']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'inalsa']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'inalsa', b'air', b'fryer', b'light']
***********************************************************************
[b'good', b'product', b'valu', b'money']
***********************************************************************
[b'portabl', b'worthi', b'product']
***********************************************************************
[b'good']
***********************************************************************
[b'great', b'product', b'must', b'buy']
***********************************************************************
[b'great', b'applianc']
***********************************************************************
[b'use']
***********************************************************************
[b'great']
***********************************************************************
[b'review', b'inalsa', b'air', b'fryer']
***********************************************************************
[b'easi']
***********************************************************************
[b'feedback']
***********************************************************************
[b'nice']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'like']
***********************************************************************
[b'nice', b'product', b'inalsa']
***********************************************************************
[b'fair', b'good']
***********************************************************************
[b'air', b'fryer']
***********************************************************************
[b'good', b'health', b'good', b'price']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'nice']
***********************************************************************
[b'afford']
***********************************************************************
[b'best', b'rate', b'qualiti']
***********************************************************************
[b'good']
***********************************************************************
[b'preeti', b'bhasin']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'valu', b'money', b'product']
***********************************************************************
[b'easi', b'use', b'great', b'product']
***********************************************************************
[b'air', b'fryer', b'inalsa']
***********************************************************************
[b'good', b'product', b'price']
***********************************************************************
[b'nice']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'awesom']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'worth', b'buy']
***********************************************************************
[b'perfect']
***********************************************************************
[b'thumb']
***********************************************************************
[b'inalsa', b'air', b'fryer']
***********************************************************************
[b'worth']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'worthi', b'product']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'good', b'air', b'fryer']
***********************************************************************
[b'excel', b'product', b'valu', b'money']
***********************************************************************
[b'excelent', b'product']
***********************************************************************
[b'easi', b'use', b'easi', b'cook']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'oper']
***********************************************************************
[b'nice', b'valu', b'money']
***********************************************************************
[b'good', b'purchas']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'product', b'good']
***********************************************************************
[b'good']
***********************************************************************
[b'best', b'class']
***********************************************************************
[b'use', b'devic']
***********************************************************************
[b'best', b'product']
***********************************************************************
[b'quick', b'oil', b'free', b'cook']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'nice']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'best', b'product']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'nice']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'healthi', b'hygien', b'way', b'inalsa']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'good']
***********************************************************************
[b'awasom', b'product', b'easi', b'use', b'cook', b'healthi', b'food']
***********************************************************************
[b'bye', b'bye', b'oili', b'food', b'eat', b'fri', b'stuff', b'fraction', b=
'oil', b'guilt']
***********************************************************************
[b'meet', b'expect']
***********************************************************************
[b'easi', b'use', b'maintain', b'snack', b'without', b'fri', b'oil']
***********************************************************************
[b'love', b'air', b'fryer', b'neat', b'pack', b'use', b'two', b'time', b'pr=
oblem', b'far']
***********************************************************************
[b'easi', b'use', b'clean']
***********************************************************************
[b'perfect', b'mate', b'oil', b'free', b'cook']
***********************************************************************
[b'awesom', b'product', b'less', b'oil', b'diet', b'greas', b'food', b'litt=
l', b'oil', b'place', b'otherwis', b'get', b'sticki', b'best', b'thing', b'=
deep', b'fri', b'food', b'tast', b'good', b'deep', b'fri']
***********************************************************************
[b'valu', b'money', b'good', b'product']
***********************************************************************
[b'happi', b'product', b'ive', b'told', b'intern', b'case', b'extrem', b'de=
lic', b'friend', b'broke', b'easili', b'care', b'maker', b'look', b'issu', =
b'though']
***********************************************************************
[b'qualiti', b'product', b'one', b'look', b'qualiti', b'food']
***********************************************************************
[b'love', b'product']
***********************************************************************
[b'havent', b'receiv', b'receip', b'book', b'promis', b'pleas', b'send', b'=
happi', b'use', b'philip', b'air', b'fryer']
***********************************************************************
[b'awesom', b'product', b'cook', b'liter', b'almost', b'everyth', b'without=
', b'oil', b'great', b'product', b'foodi', b'oil', b'tension']
***********************************************************************
[b'cook', b'well', b'promis', b'tri', b'chicken', b'fish', b'paneer', b'pot=
ato', b'rock', b'solid', b'philip', b'qualiti']
***********************************************************************
[b'love', b'product', b'make', b'everyth', b'easi', b'kind', b'frozen', b'f=
ood', b'consum', b'within', b'minut', b'heat', b'time', b'best', b'part', b=
'oil', b'requir', b'cook', b'food', b'one', b'applianc', b'everi', b'one', =
b'buy']
***********************************************************************
[b'love', b'product', b'simpli', b'awesom', b'anoth', b'excel', b'product',=
 b'philip', b'keep', b'invent']
***********************************************************************
[b'excel', b'product', b'make', b'food', b'bit', b'dri', b'though', b'howev=
', b'learn', b'cook', b'food', b'retain', b'origin', b'tast', b'cook', b'us=
e', b'tradit', b'method', b'good', b'buy']
***********************************************************************
[b'gave', b'present', b'like']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'nice', b'product', b'seller', b'strong', b'packag', b'airfryer', b'super=
b', b'cook', b'alot', b'dish', b'time']
***********************************************************************
[b'worth', b'money']
***********************************************************************
[b'great', b'product', b'nice', b'deliv', b'amazon', b'great', b'tast', b'h=
ealthi', b'cook']
***********************************************************************
[b'love', b'airfriy', b'easi', b'make', b'french', b'fri', b'frozen', b'sna=
ck', b'roast', b'veget', b'thing', b'also', b'camplain', b'product', b'easi=
', b'clean', b'also']
***********************************************************************
[b'extrem', b'happi', b'devic', b'packag', b'well', b'deliv', b'time', b'gr=
eat', b'util', b'valu', b'easi', b'clean', b'eat', b'guilt', b'free', b'fri=
', b'chicken', b'french', b'fri', b'samosa', b'cheer']
***********************************************************************
[b'good', b'model', b'valu', b'price', b'use', b'even', b'children', b'also=
', b'prepar', b'chicken', b'popcorn', b'fish', b'etc', b'save', b'time', b'=
energi', b'recommend', b'product']
***********************************************************************
[b'get', b'recip', b'book', b'air', b'fryer', b'friend', b'got', b'book', b=
'along', b'fryer', b'disappoint']
***********************************************************************
[b'happi', b'product', b'perform', b'ideal', b'small', b'famili', b'add', b=
'varieti', b'dish', b'must', b'buy', b'health', b'conscious', b'peopl']
***********************************************************************
[b'excel', b'product', b'didnt', b'expect', b'fri', b'well', b'tri', b'chic=
ken', b'piec', b'came', b'nice', b'moist', b'well', b'fri']
***********************************************************************
[b'good', b'avoid', b'fri', b'tast', b'compromis', b'worth', b'oil', b'use'=
]
***********************************************************************
[b'philip', b'airfryer', b'still', b'go', b'strong', b'work', b'flawless', =
b'even', b'year']
***********************************************************************
[b'good', b'far']
***********************************************************************
[b'nice', b'item']
***********************************************************************
[b'excel', b'product', b'tandoor', b'awesom']
***********************************************************************
[b'nice', b'compact', b'easi', b'use', b'product', b'form', b'philip', b'us=
e', b'year', b'good', b'qualiti']
***********************************************************************
[b'realli', b'like', b'size', b'easi', b'maintain', b'food', b'get', b'cook=
', b'realli', b'well', b'lot', b'indian', b'fri', b'dish', b'made', b'enjoy=
', b'without', b'oil']
***********************************************************************
[b'verri', b'easi', b'use', b'good', b'ppl', b'care', b'abt', b'health']
***********************************************************************
[b'must', b'rate', b'alreadi', b'review', b'much', b'better', b'could', b'b=
ought', b'satisfi', b'custom', b'amazon', b'philip']
***********************************************************************
[b'instruct', b'recip', b'booklet', b'sent', b'accrossveri', b'disappoint']
***********************************************************************
[b'easi', b'clean', b'healthi', b'cook']
***********************************************************************
[b'save', b'becom', b'fat']
***********************************************************************
[b'awesom', b'product', b'fri', b'everi', b'thing', b'almost', b'oil', b'mu=
st', b'buy', b'foodi']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'use', b'older', b'peopl', b'oil', b'happi']
***********************************************************************
[b'great', b'product', b'fri', b'even', b'give', b'great', b'tast', b'total=
', b'satisfi']
***********************************************************************
[b'excel', b'product', b'price', b'slight', b'higher', b'market', b'product=
', b'worth']
***********************************************************************
[b'must', b'buy', b'kitchen', b'ware']
***********************************************************************
[b'good', b'promis']
***********************************************************************
[b'good']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'satisfi', b'previous', b'one', b'gift', b'bought', b'present', b'someon'=
]
***********************************************************************
[b'easi', b'use', b'handl', b'clean']
***********************************************************************
[b'perfect', b'oil', b'free', b'cook', b'make', b'kebab', b'frozen', b'prod=
uct', b'yes', b'even', b'make', b'pizza', b'less', b'minut']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'nice', b'product', b'start', b'eat', b'fri', b'food', b'thank', b'air', =
b'fryer', b'would', b'love', b'thing', b'could', b'fri', b'papad', b'never'=
, b'mind', b'ill', b'live', b'without']
***********************************************************************
[b'like']
***********************************************************************
[b'time', b'consum', b'plus', b'point', b'use', b'much', b'oil']
***********************************************************************
[b'good', b'product', b'fulli', b'satisfi']
***********************************************************************
[b'help', b'make', b'non', b'oili', b'food']
***********************************************************************
[b'use', b'two', b'month', b'chicken', b'french', b'fri', b'love']
***********************************************************************
[b'tri', b'chicken', b'french', b'fri', b'low', b'oil', b'love', b'power', =
b'consumpt']
***********************************************************************
[b'excel', b'product', b'well', b'deign', b'user', b'friend', b'use', b'reg=
ular', b'happi', b'perform', b'thank']
***********************************************************************
[b'surpris', b'oper', b'manual', b'oper', b'detail', b'also', b'receipt', b=
'booklet']
***********************************************************************
[]
***********************************************************************
[b'good', b'price', b'high']
***********************************************************************
[b'cut', b'oil', b'consumpt', b'enjoy', b'guiltfre', b'favorit', b'could', =
b'deepfri', b'age', b'sinc', b'made', b'eat', b'worri', b'cholesterol', b'l=
evel']
***********************************************************************
[b'life', b'saver', b'foodi', b'could', b'would', b'make', b'food', b'handi=
', b'quick', b'famili', b'love']
***********************************************************************
[b'easi', b'use', b'easi', b'clean']
***********************************************************************
[b'noth', b'dislik']
***********************************************************************
[b'excel', b'buy', b'durat', b'heat', b'need', b'monitor', b'care']
***********************************************************************
[b'nice', b'big', b'easi', b'use', b'clean', b'goe', b'dishwash', b'quick',=
 b'cook']
***********************************************************************
[b'innov', b'easi', b'healthi']
***********************************************************************
[b'money', b'spent', b'excel', b'product', b'great', b'discount', b'amazon'=
, b'deliveri', b'alway', b'time', b'pleasur', b'receiv']
***********************************************************************
[b'must', b'buy', b'health', b'conscious', b'peopl', b'tast', b'fri', b'sna=
ck', b'food', b'brush', b'oil', b'happi', b'dish', b'made']
***********************************************************************
[b'easi', b'use', b'somewhat', b'difficult', b'clean', b'good', b'air', b'f=
ryer', b'rate']
***********************************************************************
[b'best', b'product', b'make', b'fri', b'item', b'side', b'dish', b'rice', =
b'south', b'india', b'power', b'consumpt', b'signific', b'wife', b'quit', b=
'pleas', b'order']
***********************************************************************
[b'like', b'product', b'oven', b'caus', b'simplest', b'design', b'use', b'p=
aisa', b'wasool', b'product']
***********************************************************************
[b'worth', b'invest', b'money', b'hard', b'requir', b'one', b'spoon', b'oil=
', b'make', b'half', b'chicken', b'tandoor', b'definit', b'health', b'freak=
', b'peopl', b'product', b'tri', b'food', b'recip', b'also', b'let', b'guy'=
, b'know', b'thank', b'philip', b'wonder', b'product', b'keep', b'innov']
***********************************************************************
[b'great', b'deal', b'navratri', b'ad', b'charm', b'use', b'kitchen', b'gad=
get', b'reput', b'brand']
***********************************************************************
[b'day', b'sinc', b'got', b'hasnt', b'day', b'havent', b'use', b'itin', b'l=
ove']
***********************************************************************
[b'got', b'product', b'mention', b'websit', b'got', b'time', b'use', b'prod=
uct', b'everyday', b'pblm', b'qualiti', b'good']
***********************************************************************
[b'use', b'twice', b'purchas', b'recent', b'tri', b'recip', b'booklet', b'f=
ine', b'tri', b'kurdai', b'maharashtrian', b'dri', b'savori', b'need', b'fr=
i', b'fluff', b'make', b'crisp', b'crunchi', b'light', b'though', b'didnt',=
 b'fluff', b'happi', b'product']
***********************************************************************
[b'must', b'health', b'conscious', b'peopl']
***********************************************************************
[b'realli', b'good', b'give', b'fri', b'tast', b'least', b'bit', b'oil']
***********************************************************************
[b'work', b'well', b'less', b'space', b'cook']
***********************************************************************
[b'genuin', b'product', b'easi', b'use', b'abl', b'cook', b'samosa', b'fri'=
, b'bare', b'brush', b'coat', b'oil', b'got', b'excel', b'bargain']
***********************************************************************
[b'product', b'good', b'expect', b'easi', b'use', b'food', b'made', b'less'=
, b'oil', b'good', b'health']
***********************************************************************
[b'amaz', b'product', b'philip', b'great', b'price', b'amazon', b'must', b'=
buy', b'foodi', b'receiv', b'cashback', b'got', b'credit', b'account', b'mo=
nth', b'problem', b'condit', b'time', b'buy']
***********************************************************************
[b'easi', b'use', b'cook', b'food', b'without', b'oil', b'good', b'health',=
 b'take', b'less', b'time', b'cook', b'food', b'tasti', b'even', b'use', b'=
less', b'spice', b'recomend', b'take', b'air', b'fryer', b'compani', b'caus=
', b'take', b'time', b'cook', b'compair', b'philip', b'air', b'fryer']
***********************************************************************
[b'product', b'easi', b'use', b'easi', b'clean', b'set', b'easi', b'best', =
b'fri', b'frozen', b'fri', b'food', b'min', b'food', b'readi', b'capac', b'=
also', b'good', b'amazon', b'deliveri', b'also', b'time']
***********************************************************************
[b'must', b'everi', b'homemak', b'care', b'famili', b'believ', b'low', b'oi=
l', b'cook', b'philip', b'item', b'top', b'notch', b'product']
***********************************************************************
[b'cook', b'lot', b'item', b'without', b'oil', b'tast', b'better', b'use', =
b'gas', b'stove', b'food', b'cook', b'use', b'air', b'fryer', b'healthi', b=
'gas', b'stove']
***********************************************************************
[b'good', b'one', b'health', b'watcher', b'till', b'prepar', b'chicken', b'=
recip', b'realli', b'work', b'well', b'qualiti', b'product', b'fine', b'goo=
d', b'handl']
***********************************************************************
[b'product', b'absolut', b'awesom', b'bake', b'cake', b'pizza', b'tandoori'=
, b'chicken', b'fri', b'name', b'make']
***********************************************************************
[b'great', b'product', b'peopl', b'want', b'consum', b'oil', b'still', b'wa=
nt', b'eat', b'nugget', b'fri', b'item']
***********************************************************************
[b'product', b'alway', b'philip', b'user', b'friend', b'easi', b'clean', b'=
handl']
***********************************************************************
[b'work', b'fine', b'easi', b'oper', b'great', b'product', b'cook', b'healt=
hi', b'oil', b'free', b'meal', b'receiv', b'recip', b'book', b'mention', b'=
product', b'descript']
***********************************************************************
[b'recommend']
***********************************************************************
[b'good', b'product', b'less', b'oil', b'tast', b'remain', b'tri', b'french=
', b'finger', b'wedg', b'tikki', b'pizza', b'pocket', b'bhindi', b'fri', b'=
similar', b'stuff', b'kid', b'enjoy', b'keep', b'mind', b'pre', b'heat', b'=
set', b'temperatur', b'per', b'instruct', b'given', b'manual']
***********************************************************************
[b'one', b'month', b'usag', b'happi', b'product', b'good', b'oil', b'free',=
 b'cook']
***********************************************************************
[b'tasti', b'easi', b'use', b'real', b'new', b'food', b'possibl', b'expand'=
, b'varieti', b'food', b'home']
***********************************************************************
[b'product', b'qualiti', b'good', b'easili', b'food', b'lover', b'must', b'=
product', b'kitchen', b'need']
***********************************************************************
[b'fantast', b'product', b'enjoy', b'snack', b'without', b'oil', b'children=
', b'love']
***********************************************************************
[b'find', b'effect', b'consum', b'signific', b'less', b'oil']
***********************************************************************
[b'happi', b'airfrier', b'easi', b'use', b'make', b'cake', b'well', b'quick=
', b'time', b'convect']
***********************************************************************
[b'purchas', b'husband', b'high', b'must', b'buy', b'product']
***********************************************************************
[b'easi', b'oper', b'difficult', b'clean', b'stainless', b'steel', b'mesh',=
 b'food', b'item', b'lock', b'mesh', b'becom', b'hard', b'food', b'cook', b=
'clean', b'difficult', b'part', b'airfrier', b'otherwis', b'good', b'machin=
', b'phillip']
***********************************************************************
[b'must', b'product', b'everi', b'kitchen', b'watch', b'unbox', b'video', b=
'youtu', b'orto', b'watch', b'unbox', b'video', b'hindi', b'search', b'phil=
ip', b'airfryer', b'overview', b'digitaley', b'youtub', b'watch', b'second'=
, b'video']
***********************************************************************
[b'one', b'best', b'product', b'avail', b'health', b'concious', b'peopl', b=
'must', b'buy', b'extrem', b'happi', b'kudo', b'amazon', b'earli', b'delive=
ri']
***********************************************************************
[b'valu', b'money', b'easi', b'use', b'kid', b'fear', b'oil', b'burn', b'he=
ealthi', b'nad', b'quick']
***********************************************************************
[b'easi', b'use', b'applianc', b'food', b'tast', b'almost', b'without', b'o=
il', b'healthi', b'option', b'without', b'oil']
***********************************************************************
[b'good', b'product', b'packag', b'amazon', b'superb', b'complain']
***********************************************************************
[b'tri', b'like', b'air', b'fryer', b'till', b'today', b'one', b'best', b'p=
ack', b'qualiti', b'product', b'qualiti', b'best']
***********************************************************************
[b'good']
***********************************************************************
[b'good', b'worth', b'money', b'paid']
***********************************************************************
[b'good', b'use', b'downsid', b'clean', b'wire', b'mesh', b'tray']
***********************************************************************
[b'clean', b'bit', b'difficult', b'cook', b'oil', b'free', b'food', b'tasti=
']
***********************************************************************
[b'lot', b'lot', b'doubt', b'product', b'one', b'use', b'doubt', b'vanish',=
 b'thin', b'air', b'extrem', b'easi', b'use', b'great', b'qualiti', b'deliv=
', b'everyth', b'promis', b'short', b'absolut', b'product', b'enjoy', b'fri=
', b'snack', b'price', b'seem', b'littl', b'steep', b'use', b'product', b'a=
ppar', b'money', b'well', b'spent', b'kudo', b'philip', b'bring', b'innov',=
 b'easi', b'use', b'product']
***********************************************************************
[b'easi', b'use', b'easi', b'clean', b'keep', b'flavour', b'food', b'tast',=
 b'great']
***********************************************************************
[b'love', b'air', b'fryer', b'philip', b'lot', b'research', b'final', b'opt=
', b'air', b'fryer', b'philip', b'pretti', b'easi', b'use', b'look', b'amaz=
', b'also', b'gave', b'friend', b'total', b'love', b'total', b'air', b'frye=
r', b'amazon', b'prompt', b'deliveri', b'good', b'qualiti', b'warranti', b'=
make', b'complet', b'worth', b'price']
***********************************************************************
[b'worth', b'price', b'total', b'oil', b'free', b'cook', b'good', b'gift', =
b'parent']
***********************************************************************
[b'worth', b'everi', b'penni', b'initi', b'might', b'difficult', b'digest',=
 b'fact', b'food', b'inciner', b'yes', b'come', b'tasti', b'find', b'recip'=
, b'net', b'ahead', b'roast', b'minim', b'oil', b'best']
***********************************************************************
[b'awesom', b'product', b'well', b'pack']
***********************************************************************
[b'easier', b'cook', b'need', b'prolong', b'wait', b'stove', b'food', b'cri=
spyn', b'issu', b'smell', b'fri', b'fish', b'happi', b'wish', b'size', b'bi=
gger']
***********************************************************************
[b'amaz', b'buy', b'perfect', b'match', b'requir', b'high', b'recommend', b=
'hous', b'wanna', b'oil', b'free', b'tast', b'good']
***********************************************************************
[b'easi', b'clean', b'cook', b'lot', b'dish', b'oil', b'free', b'must', b'w=
ant', b'eat', b'healthi', b'food', b'make', b'sure', b'regist', b'product',=
 b'warranti', b'phillip', b'websit']
***********************************************************************
[b'excel', b'product', b'worth', b'buy', b'quick', b'healthi', b'snack']
***********************************************************************
[b'nice', b'home', b'enjoy', b'make', b'good', b'staf', b'less', b'oil', b'=
realli', b'worth', b'buy']
***********************************************************************
[b'good', b'productr', b'enjoy', b'cook', b'philip', b'air', b'fryer', b'pe=
rform', b'far', b'better', b'other', b'seen']
***********************************************************************
[b'deep', b'fri', b'item', b'fraction', b'oil', b'consum', b'fri', b'tast']
***********************************************************************
[b'model', b'deliv', b'without', b'oper', b'manual', b'cook', b'book', b'wa=
rranti', b'cardlook', b'like', b'somebodi', b'return', b'purchas', b'kept',=
 b'document']
***********************************************************************
[b'great', b'experi']
***********************************************************************
[b'excel', b'product', b'receiv', b'brand', b'new', b'one', b'thank', b'muc=
h', b'seller', b'best', b'product', b'amazon']
***********************************************************************
[b'work', b'well', b'like', b'air', b'fryer', b'sturdi', b'look', b'like', =
b'built', b'tough', b'say', b'consum', b'less', b'oil']
***********************************************************************
[b'good', b'experi', b'sinc', b'purchas', b'alway', b'found', b'best', b'pe=
rform', b'clean', b'bit', b'tricki']
***********************************************************************
[b'amaz', b'product', b'didnt', b'believ', b'first', b'one', b'fri', b'less=
', b'oil', b'without', b'oil', b'entir', b'famili', b'happi', b'yes', b'hea=
lthi', b'famili', b'gift', b'diwali', b'gave', b'famili']
***********************************************************************
[b'good', b'product', b'havent', b'tri', b'recip', b'yet', b'fri', b'seem',=
 b'turn', b'good', b'cutlet', b'oil', b'consumpt', b'great', b'reduc', b'th=
ank', b'take', b'around', b'min', b'fri', b'done']
***********************************************************************
[b'excel']
***********************************************************************
[b'cook', b'well', b'zero', b'oil']
***********************************************************************
[b'best', b'class', b'use', b'nice', b'product', b'philip']
***********************************************************************
[b'must', b'product', b'home', b'use', b'daili', b'basi', b'heat', b'bread'=
, b'cook', b'frozen', b'food', b'even', b'serv', b'hot', b'roti', b'paratha=
']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'like', b'solut', b'mani', b'obstacl', b'face', b'quick', b'fix']
***********************************************************************
[b'product', b'advertis', b'time', b'deliv', b'issu', b'work', b'well', b'r=
educ', b'cook', b'oil', b'consumpt', b'home', b'satisfi', b'product']
***********************************************************************
[b'excel', b'product', b'prompt', b'deliveri', b'good', b'pack', b'product'=
, b'exact', b'shown', b'amazon']
***********************************************************************
[b'wow', b'easi', b'use', b'within', b'minut', b'expect', b'yummi', b'roast=
', b'chicken', b'leg', b'fish', b'wing']
***********************************************************************
[b'want', b'lead', b'healthi', b'lifestyl', b'prefer', b'low', b'fat', b'oi=
l', b'diet', b'huge', b'bless', b'regular', b'make', b'samosa', b'pakora', =
b'sizzler', b'fish', b'cutlet', b'turn', b'awesom']
***********************************************************************
[b'satisfi']
***********************************************************************
[b'easi', b'oper', b'user', b'friend']
***********************************************************************
[b'fantast', b'product', b'worth', b'price', b'fri', b'bake', b'roast', b'e=
veryth', b'make', b'life', b'easier']
***********************************************************************
[b'healthi', b'best', b'option', b'best', b'cheap', b'order', b'friend', b'=
famili']
***********************************************************************
[b'goodno', b'fuss', b'mess', b'noiseperfect', b'modern', b'kitchen']
***********************************************************************
[b'airfryer', b'use', b'applianc', b'kitchen', b'peopl', b'fond', b'snack',=
 b'major', b'benefit', b'neglig', b'use', b'cook', b'oil', b'speak', b'volu=
m']
***********************************************************************
[b'easi', b'use', b'easi', b'clean', b'nice', b'look', b'air', b'fryer']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'good', b'bought', b'anoth', b'piec', b'present', b'someon', b'super']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'equip', b'use', b'famili', b'also', b'feel', b'healthi', b'cook', b'item=
']
***********************************************************************
[b'like', b'much', b'everyth', b'good', b'condit']
***********************************************************************
[b'worth', b'buy', b'love']
***********************************************************************
[b'con', b'pros', b'good', b'product', b'reliabl', b'philip']
***********************************************************************
[b'work', b'describ', b'air', b'fri', b'frozen', b'food', b'light', b'brush=
', b'oil', b'tast', b'good', b'deep', b'fri', b'awesom']
***********************************************************************
[b'superb', b'product', b'love', b'great', b'qualiti']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'product', b'work', b'like', b'oven', b'valu', b'money']
***********************************************************************
[b'good', b'product', b'meet', b'expect', b'abl', b'enjoy', b'cook', b'eat'=
, b'low', b'oil', b'dish']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'use', b'serv', b'make', b'various', b'item', b'less', b'oil']
***********************************************************************
[b'clean', b'vase', b'bit', b'troublesom', b'food', b'stick', b'net']
***********************************************************************
[b'excel', b'product', b'healthi', b'way', b'cook']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'excel', b'product', b'superb', b'deal', b'amazon', b'total', b'satisfi',=
 b'shop', b'experi', b'amazon']
***********************************************************************
[b'excel', b'satisfi', b'good', b'make', b'feel', b'eat', b'oil', b'free', =
b'product']
***********************************************************************
[b'superb', b'product', b'great', b'deliveri', b'amazon']
***********************************************************************
[b'love', b'product', b'way', b'give', b'tandoori', b'amaz', b'drawback', b=
'stop', b'button']
***********************************************************************
[b'good', b'product', b'easi', b'use']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'use', b'guilti', b'free', b'cook']
***********************************************************************
[b'fantast', b'product', b'love', b'realli', b'cook', b'without', b'oil', b=
'believ', b'cook', b'chicken', b'tikka', b'tandoori', b'airfryer', b'app', =
b'andriod', b'also', b'good', b'lot', b'recip', b'suggest']
***********************************************************************
[b'worth', b'buy']
***********************************************************************
[b'great', b'product', b'reason', b'price', b'wow', b'coupl', b'excel', b'p=
ackag', b'exceed', b'expect', b'keep', b'well', b'done', b'amazon']
***********************************************************************
[b'small', b'part', b'got', b'misplac', b'due', b'could', b'insert', b'frye=
r', b'philip', b'servic', b'team', b'quick', b'fix', b'five', b'minut', b'g=
ood', b'use', b'gadget', b'kitchen', b'weekend']
***********************************************************************
[b'best', b'qualiti', b'user', b'friend', b'time', b'deliveri']
***********************************************************************
[b'awesom', b'producteasi', b'useless', b'oil', b'consumpt']
***********************************************************************
[b'healthi', b'way', b'cook', b'easi', b'use', b'perfect', b'product', b'he=
althi', b'life']
***********************************************************************
[b'sent', b'mom', b'love']
***********************************************************************
[b'good']
***********************************************************************
[b'prefect', b'product']
***********************************************************************
[b'cook', b'delight']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'wonder', b'product']
***********************************************************************
[b'best', b'dont', b'compromis', b'price']
***********************************************************************
[b'excel', b'product', b'ultim', b'qualiti', b'thank', b'amazon', b'great',=
 b'price']
***********************************************************************
[b'good']
***********************************************************************
[b'checkout', b'youtub', b'vahchef', b'recip']
***********************************************************************
[b'health', b'conscious', b'peopl']
***********************************************************************
[b'cook']
***********************************************************************
[b'thank', b'philip', b'fri', b'daili', b'much', b'love']
***********************************************************************
[b'philip', b'servic', b'guy', b'came', b'demo', b'make', b'everyth', b'qui=
ck', b'crisp', b'fri', b'mathi', b'samosa', b'without', b'oil', b'must', b'=
product']
***********************************************************************
[b'must', b'product', b'fit', b'lifestyl']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'littl', b'reluct', b'purchas', b'product', b'cloudtail', b'deliv', b'awe=
som', b'issu', b'report', b'good', b'show', b'team']
***********************************************************************
[b'use', b'non', b'stop', b'various', b'dish']
***********************************************************************
[b'good']
***********************************************************************
[b'work', b'great', b'tast', b'exact', b'like', b'deep', b'fri', b'stuff', =
b'still', b'good', b'crispi', b'best', b'part', b'ofcours', b'need', b'less=
', b'oil', b'use', b'peopl', b'cant', b'eat', b'oili', b'food']
***********************************************************************
[b'excel', b'product', b'fri', b'may', b'thing', b'enjoy', b'healthi', b'li=
festyl']
***********************************************************************
[b'great']
***********************************************************************
[b'awesom', b'product', b'doubt', b'abt', b'time', b'deliveri', b'amazon']
***********************************************************************
[b'use', b'product', b'virtual', b'cook']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'amaz', b'product', b'person', b'love', b'cook', b'plus', b'littl', b'amo=
unt', b'oil', b'need', b'realli', b'happi', b'purchas']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'use', b'time']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'easi', b'use', b'enjoy', b'oil', b'free', b'food']
***********************************************************************
[b'good', b'product', b'best', b'two', b'peopl', b'accessori', b'price', b'=
high']
***********************************************************************
[b'supper', b'perform']
***********************************************************************
[b'love']
***********************************************************************
[b'great', b'philip', b'product', b'easi', b'work', b'high', b'recommend']
***********************************************************************
[b'great', b'product', b'worth', b'invest', b'made', b'chicken', b'bread', =
b'roll', b'cutlet', b'french', b'fri', b'turn', b'good', b'would', b'recomm=
end', b'product', b'anytim']
***********************************************************************
[b'good', b'use', b'kitchen', b'gadget', b'less', b'oil', b'dont', b'miss',=
 b'much', b'tast', b'healthi']
***********************************************************************
[b'perfect', b'product', b'foodi', b'peopl', b'like', b'easi', b'use', b'gi=
ve', b'perfect', b'result']
***********************************************************************
[b'use', b'proper', b'per', b'advic', b'get', b'perfect', b'flavor']
***********************************************************************
[b'realli', b'good', b'buy', b'everyth', b'perfect']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good']
***********************************************************************
[b'delight', b'put', b'good', b'use']
***********************************************************************
[b'tandori', b'chicken', b'kind', b'flavour', b'home', b'good', b'product']
***********************************************************************
[b'easi', b'use', b'stuff', b'tast', b'pretti', b'good']
***********************************************************************
[b'good', b'health', b'conscious', b'peopl']
***********************************************************************
[b'good', b'eat', b'fri', b'food', b'without', b'ensu', b'guilt', b'use', b=
'addit', b'kitchen', b'applianc']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'like', b'thank']
***********************************************************************
[b'easi', b'clean']
***********************************************************************
[b'valu', b'money', b'good', b'non', b'veg', b'men', b'problem']
***********************************************************************
[b'good', b'item']
***********************************************************************
[b'good', b'deliveri', b'fast']
***********************************************************************
[b'even', b'though', b'deliveri', b'littl', b'late', b'product', b'good', b=
'work', b'well', b'describ']
***********************************************************************
[b'worth', b'buy']
***********************************************************************
[b'receiv', b'today', b'tri', b'french', b'fri', b'love']
***********************************************************************
[b'brand', b'name', b'doesnt', b'need', b'rate', b'buy']
***********************************************************************
[b'yes', b'save', b'oil', b'certain', b'item', b'skill', b'cook', b'develop=
', b'time', b'lil', b'bit', b'trial', b'error']
***********************************************************************
[b'easi', b'use', b'clean']
***********************************************************************
[b'save', b'effort', b'use', b'oil', b'fri']
***********************************************************************
[b'amaz', b'product']
***********************************************************************
[b'good']
***********************************************************************
[b'amaz', b'product', b'must', b'buy']
***********************************************************************
[b'awesom']
***********************************************************************
[b'good', b'qualiti', b'productfirst', b'order', b'fault', b'got', b'replac=
', b'day']
***********************************************************************
[b'work', b'well', b'although', b'food', b'take', b'lot', b'extra', b'time'=
, b'cook', b'quit', b'effici']
***********************************************************************
[b'good', b'product', b'health', b'conscious', b'peopl', b'make', b'love', =
b'crispi', b'french', b'fri', b'without', b'oil', b'love', b'price', b'grt'=
]
***********************************************************************
[b'write', b'review', b'almost', b'month', b'usag', b'good', b'altern', b'f=
ri', b'suggest', b'also', b'buy', b'doubl', b'tier', b'grill', b'add', b'fu=
nction']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'happi', b'wit', b'airfryer', b'easi', b'reliabl', b'best', b'part', b'oi=
l', b'oil', b'hiccup', b'clean', b'tray', b'special', b'wit', b'sauc', b'ma=
sala', b'fall', b'whole', b'excel', b'buy']
***********************************************************************
[b'use', b'kid', b'love', b'best', b'way', b'make', b'snack', b'healthier']
***********************************************************************
[b'good', b'one', b'face', b'issu', b'initi', b'rod', b'misplac', b'due', b=
'shipment', b'fix', b'philip', b'custom', b'servic']
***********************************************************************
[b'easi', b'use', b'serv', b'purpos']
***********************************************************************
[b'origin']
***********************************************************************
[b'excel', b'one', b'cholesterol', b'level', b'low', b'useful', b'thank', b=
'amazon']
***********************************************************************
[b'use', b'gadget', b'easi', b'use']
***********************************************************************
[b'user', b'manual', b'recip', b'book', b'box']
***********************************************************************
[b'use', b'product', b'make', b'fri', b'turn', b'well']
***********************************************************************
[b'perfect', b'per', b'expect', b'thank', b'amazon']
***********************************************************************
[b'amaz', b'product', b'though', b'expens', b'use', b'sinc', b'year', b'abr=
oad', b'place', b'order', b'bombay', b'best', b'part', b'receiv', b'order',=
 b'day', b'within', b'thank', b'amazon', b'prime', b'love']
***********************************************************************
[b'recip', b'book', b'miss']
***********************************************************************
[b'best', b'best', b'best']
***********************************************************************
[b'use', b'cook', b'without', b'oil']
***********************************************************************
[b'best', b'product', b'want', b'eat', b'oil', b'free', b'food']
***********************************************************************
[b'good', b'innov', b'product', b'philip', b'work', b'perfect', b'aid', b'g=
ood', b'healthi', b'oil', b'free', b'cook', b'good', b'buy', b'peopl', b'lo=
ve', b'eat', b'cold', b'storag', b'fri', b'product', b'got', b'good', b'pri=
ce', b'compar', b'market', b'high', b'recommend']
***********************************************************************
[b'excel', b'product', b'quick', b'servic', b'use', b'last']
***********************************************************************
[b'good', b'product', b'cook', b'food', b'less', b'oil', b'compromis', b'ta=
st', b'also', b'got', b'amaz', b'price', b'amazon', b'sale']
***********************************************************************
[b'good', b'product', b'littl', b'oil', b'requir', b'much', b'compromis', b=
'tast', b'either']
***********************************************************************
[b'good', b'stuff', b'best', b'make', b'fri', b'nugget', b'especi', b'kid']
***********************************************************************
[b'high', b'recommend', b'wish', b'cut', b'oil', b'intak']
***********************************************************************
[b'work', b'expect', b'great', b'product']
***********************************************************************
[b'wow']
***********************************************************************
[b'product', b'pizza', b'came', b'well']
***********************************************************************
[b'best', b'air', b'fryer', b'easi', b'use', b'best', b'flavor', b'clean', =
b'easili', b'best', b'product', b'phillip']
***********************************************************************
[b'excel', b'product', b'easiest', b'delici', b'snack', b'made', b'far', b'=
garlic', b'bread', b'took', b'minut', b'lot', b'video', b'avail', b'youtub'=
, b'explor', b'must', b'buy']
***********************************************************************
[b'good', b'product', b'overal', b'attach', b'bake', b'make', b'gravi', b'i=
ntroduc']
***********************************************************************
[b'amaz', b'use', b'product']
***********************************************************************
[b'good', b'product', b'quit', b'handi']
***********************************************************************
[b'good', b'use', b'better']
***********************************************************************
[b'good', b'buy', b'use', b'especi', b'fri', b'food', b'daili', b'basi', b'=
work', b'item', b'tast', b'good', b'guilt', b'free', b'use', b'pyrex', b'gl=
ass', b'plate', b'pan', b'instead', b'place', b'food', b'grill', b'direct',=
 b'grill', b'pain', b'clean']
***********************************************************************
[b'good', b'product', b'especi', b'chicken', b'difficult', b'clean', b'mesh=
']
***********************************************************************
[b'excel', b'deal', b'amaz', b'product', b'star', b'product', b'star', b'am=
azon', b'servic', b'deliveri']
***********************************************************************
[b'like', b'make', b'oili', b'food', b'typic', b'bake', b'one']
***********************************************************************
[b'use', b'last', b'two', b'year', b'use', b'cook', b'bake', b'fri', b'rehe=
at', b'amaz', b'product', b'issu', b'clean', b'fill', b'basket', b'hot', b'=
water', b'let', b'sit', b'time', b'wash']
***********************************************************************
[b'great']
***********************************************************************
[b'want', b'eat', b'gril', b'item', b'less', b'oil', b'ahead', b'product', =
b'time', b'save', b'plus', b'get', b'expect', b'aroma', b'food']
***********************************************************************
[b'simpl', b'yet', b'good', b'airfryer', b'philip', b'need', b'train', b'te=
chnician', b'oper', b'equip', b'easi', b'use', b'equip']
***********************************************************************
[b'crave', b'oil', b'free', b'guilt', b'free', b'snack', b'would', b'perfec=
t', b'one', b'chose', b'use', b'household', b'purpos']
***********************************************************************
[b'excel', b'product', b'want', b'cut', b'fat', b'intak', b'must', b'buy', =
b'satisfi', b'tast', b'excel', b'one', b'tell', b'differ', b'oil', b'fri']
***********************************************************************
[b'product', b'excel']
***********************************************************************
[b'love']
***********************************************************************
[b'fond', b'non', b'vegn', b'veg', b'tandoori', b'less', b'oil']
***********************************************************************
[b'nice', b'use', b'product']
***********************************************************************
[b'function', b'well']
***********************************************************************
[b'easi', b'use', b'easi', b'clean', b'even', b'year', b'son', b'use']
***********************************************************************
[b'cook', b'meat', b'fish', b'chicken', b'fast', b'easi', b'oper', b'time',=
 b'save', b'final', b'maintain', b'tast']
***********************************************************************
[b'product', b'good', b'clean', b'brush', b'could', b'given']
***********************************************************************
[b'great', b'product', b'happi', b'power', b'cabl', b'length', b'increas', =
b'tray', b'net', b'best', b'qualiti', b'deliv', b'mom', b'made', b'tasti', =
b'french', b'fri']
***********************************************************************
[b'good']
***********************************************************************
[b'preeti', b'bhasin']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'valu', b'money', b'product']
***********************************************************************
[b'easi', b'use', b'great', b'product']
***********************************************************************
[b'air', b'fryer', b'inalsa']
***********************************************************************
[b'good', b'product', b'price']
***********************************************************************
[b'nice', b'product', b'inalsa']
***********************************************************************
[b'nice']
***********************************************************************
[b'like']
***********************************************************************
[b'nice']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'inalsa']
***********************************************************************
[b'five', b'star']
***********************************************************************
[b'best', b'rate', b'qualiti']
***********************************************************************
[b'inalsa', b'air', b'fryer', b'light']
***********************************************************************
[b'afford']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'great', b'buy']
***********************************************************************
[b'absolut', b'great']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'conveni']
***********************************************************************
[b'air', b'fryer']
***********************************************************************
[b'good', b'must', b'buy', b'modern', b'kitchen']
***********************************************************************
[b'grt', b'product', b'grt', b'price']
***********************************************************************
[b'must', b'buy', b'valu', b'money']
***********************************************************************
[b'satisfi', b'product', b'perform']
***********************************************************************
[b'quick', b'oil', b'free', b'cook']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'fair', b'good']
***********************************************************************
[b'air', b'fryer']
***********************************************************************
[b'good', b'health', b'good', b'price']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'nice']
***********************************************************************
[b'nice']
***********************************************************************
[b'good', b'product', b'valu', b'money']
***********************************************************************
[b'good']
***********************************************************************
[b'healthi', b'hygien', b'way', b'inalsa']
***********************************************************************
[b'nice']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'best', b'product']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'nice']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'nice', b'valu', b'money']
***********************************************************************
[b'oper']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'easi', b'use', b'easi', b'cook']
***********************************************************************
[b'awesom']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'portabl', b'worthi', b'product']
***********************************************************************
[b'best', b'product']
***********************************************************************
[b'best', b'class']
***********************************************************************
[b'great', b'product', b'must', b'buy']
***********************************************************************
[b'great', b'applianc']
***********************************************************************
[b'use']
***********************************************************************
[b'great']
***********************************************************************
[b'review', b'inalsa', b'air', b'fryer']
***********************************************************************
[b'easi']
***********************************************************************
[b'feedback']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'good', b'purchas']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'product', b'good']
***********************************************************************
[b'good']
***********************************************************************
[b'use', b'devic']
***********************************************************************
[b'money', b'well', b'spent']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'must', b'buy', b'want', b'cut', b'oil']
***********************************************************************
[b'use', b'product']
***********************************************************************
[b'airfrier', b'healthi', b'food']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'warranti', b'issu']
***********************************************************************
[b'good']
***********************************************************************
[b'excel', b'easi', b'use', b'product']
***********************************************************************
[b'good', b'use']
***********************************************************************
[b'realli', b'good', b'use']
***********************************************************************
[b'good', b'easi', b'use']
***********************************************************************
[b'best', b'put', b'use']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'amaz', b'product', b'health', b'conscious', b'peopl']
***********************************************************************
[b'love']
***********************************************************************
[b'excel']
***********************************************************************
[b'awesom', b'product', b'price']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'good', b'product', b'right', b'price']
***********************************************************************
[b'excel', b'retail', b'product']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'valu', b'buy']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'amaz', b'product']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'worth', b'everi', b'penni']
***********************************************************************
[b'easi', b'conveni']
***********************************************************************
[b'size', b'good', b'easi', b'clean']
***********************************************************************
[b'love']
***********************************************************************
[b'must', b'healthi', b'lifestyl']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'perfect', b'replac', b'deep', b'shallow', b'fri']
***********************************************************************
[b'easi', b'handl', b'use']
***********************************************************************
[b'use', b'product']
***********************************************************************
[b'nice', b'ultim', b'product']
***********************************************************************
[b'wonder', b'product']
***********************************************************************
[b'healthi']
***********************************************************************
[b'guiltfre']
***********************************************************************
[b'start', b'stop', b'button']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'import', b'know', b'use', b'proper']
***********************************************************************
[b'look', b'good', b'product', b'suitabl', b'price']
***********************************************************************
[]
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'useful']
***********************************************************************
[b'amaz', b'experi']
***********************************************************************
[b'excel']
***********************************************************************
[b'worthi', b'purchas', b'good', b'price']
***********************************************************************
[b'perfect', b'air', b'fryer', b'budget']
***********************************************************************
[b'osum']
***********************************************************************
[b'healthi', b'lifestyl']
***********************************************************************
[b'best', b'air', b'fryer']
***********************************************************************
[b'good', b'enough', b'peopl']
***********************************************************************
[b'superb', b'perform']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'must', b'buy']
***********************************************************************
[b'good', b'fryer']
***********************************************************************
[b'best', b'product', b'price']
***********************************************************************
[b'superb', b'product']
***********************************************************************
[b'amaz', b'purchas']
***********************************************************************
[b'inalsa', b'best', b'choic']
***********************************************************************
[b'good', b'valu', b'money']
***********************************************************************
[b'got']
***********************************************************************
[b'worth', b'buy']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'inalsa', b'air', b'fryer']
***********************************************************************
[b'good', b'conveni', b'devic']
***********************************************************************
[b'best', b'air', b'fryer']
***********************************************************************
[b'good', b'buy']
***********************************************************************
[b'effici', b'product']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'use', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'perfect']
***********************************************************************
[b'inalsa', b'air', b'fryer']
***********************************************************************
[b'oil', b'free', b'life']
***********************************************************************
[b'star']
***********************************************************************
[b'easi', b'use', b'fast', b'cook']
***********************************************************************
[b'super']
***********************************************************************
[b'excel']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'amaz', b'product']
***********************************************************************
[b'awesom', b'product']
***********************************************************************
[b'kenstar', b'air', b'fryer']
***********************************************************************
[b'super', b'product']
***********************************************************************
[b'excel', b'product', b'fabul', b'featur', b'kenstar', b'must', b'buy']
***********************************************************************
[b'awesom']
***********************************************************************
[b'airfryer']
***********************************************************************
[b'tasti', b'food', b'oil']
***********************************************************************
[b'must', b'buy']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'must', b'item', b'good', b'qualiti', b'build']
***********************************************************************
[b'kenstar', b'aster', b'digi', b'oxi', b'fryer', b'black']
***********************************************************************
[b'qualiti', b'good']
***********************************************************************
[b'still', b'experi', b'perfect', b'scope', b'vegetarian', b'limit']
***********************************************************************
[b'like']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'gud', b'didnt', b'got', b'recip', b'book', b'pls', b'send', b'recip', b'=
book']
***********************************************************************
[b'tasti', b'food', b'without', b'compromis', b'health']
***********************************************************************
[b'excel']
***********************************************************************
[b'remov', b'extra', b'fat', b'chicken', b'meat']
***********************************************************************
[b'use']
***********************************************************************
[b'super']
***********************************************************************
[b'worth', b'buy']
***********************************************************************
[b'perfect', b'without', b'doubt']
***********************************************************************
[b'excel', b'product', b'cost', b'effect']
***********************************************************************
[b'star', b'kenstar']
***********************************************************************
[b'best', b'purchas']
***********************************************************************
[b'worth', b'purchas']
***********************************************************************
[b'love']
***********************************************************************
[b'good', b'valu', b'price']
***********************************************************************
[b'easi', b'use', b'healthi', b'great', b'tast']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'pic', b'cook', b'done', b'love', b'airfyer', b'couldnt', b'find', b'pic'=
, b'samsosa', b'gujiya', b'everyth', b'prepar', b'well', b'review', b'regul=
ar', b'use', b'must', b'buy']
***********************************************************************
[b'becom', b'conscious', b'daili', b'consumpt', b'oil', b'stapl', b'food', =
b'great', b'product', b'add', b'kitchen', b'apart', b'recip', b'suggest', b=
'phillip', b'lot', b'opportun', b'creativ', b'want', b'use']
***********************************************************************
[b'versatil', b'product', b'make', b'tikka', b'fri', b'item', b'bake', b'ca=
ke', b'everyth', b'come', b'perfect', b'con', b'sometim', b'food', b'item',=
 b'stick', b'grill', b'mesh', b'littl', b'difficult', b'clean', b'though', =
b'rack', b'avail', b'use', b'make', b'work', b'easier', b'buy', b'extra', b=
'provid', b'product']
***********************************************************************
[b'product', b'good', b'howev', b'could', b'find', b'oper', b'manual', b'bo=
ok', b'recip', b'book', b'insid', b'box', b'pleas', b'arrang', b'send', b'e=
arliest']
***********************************************************************
[b'awesom', b'hassl', b'free', b'roast', b'grill', b'fri', b'unbeliev', b'w=
ithout', b'oil', b'oil', b'free', b'chicken', b'fri', b'unbeat', b'super', =
b'qualiti', b'non', b'stick', b'surfac', b'clean', b'wet', b'cloth', b'soap=
', b'get', b'readi', b'use']
***********************************************************************
[b'cook', b'tast', b'bit', b'differ', b'oil', b'bad', b'allgood', b'capac',=
 b'especi', b'cook', b'often', b'make', b'soooo']
***********************************************************************
[b'love', b'air', b'fryer', b'consum', b'quit', b'bit', b'electr', b'overal=
', b'happi', b'cook', b'quit', b'thing', b'fri', b'samosa', b'tast', b'grea=
t']
***********************************************************************
[b'happi', b'product', b'use', b'easi', b'use']
***********************************************************************
[b'excel', b'french', b'fri', b'chicken', b'breast', b'samosa', b'crumb', b=
'coat', b'meat', b'roll', b'thick', b'flat', b'piec', b'fish', b'etc', b'sp=
ray', b'littl', b'oil', b'food', b'come', b'dri', b'great', b'product', b'o=
veral', b'fast', b'cook', b'tasti', b'food']
***********************************************************************
[b'good', b'product', b'conveni', b'use', b'snack', b'well', b'substitut', =
b'air', b'fri', b'item', b'health', b'conscious', b'valu', b'money']
***********************************************************************
[b'product', b'realli', b'good', b'use', b'daili', b'product', b'vari', b'l=
ess', b'thing', b'make', b'most', b'frozen', b'snack', b'cheaper', b'option=
']
***********************************************************************
[b'quit', b'big', b'huge', b'capac', b'easi', b'use', b'great', b'product',=
 b'cook', b'healthi', b'food', b'eat', b'whatev', b'without', b'hesit', b'a=
lso', b'mine', b'came', b'littl', b'broken', b'replac', b'within', b'two', =
b'day']
***********************************************************************
[b'philip', b'write', b'coment', b'alway', b'brand', b'think', b'product', =
b'awasom', b'product', b'amaz']
***********************************************************************
[b'fantast', b'piec', b'technolog', b'reliabl', b'cook', b'air', b'fryer', =
b'experi', b'easi', b'cook', b'perfect', b'tast', b'food', b'cook', b'air',=
 b'fryer', b'subject', b'use', b'eat', b'oil', b'fri', b'food', b'take', b'=
adjust', b'tast', b'bud', b'give', b'guilt', b'free', b'feel', b'recommend'=
, b'product', b'everyon', b'worth', b'product', b'kitchen']
***********************************************************************
[b'excel', b'product', b'still', b'bought', b'buy', b'actual', b'work', b'r=
adiat', b'simpl', b'mechan', b'coil', b'heat', b'high', b'speed', b'fan', b=
'flow', b'air', b'coil', b'air', b'get', b'hot', b'due', b'coil', b'hot', b=
'air', b'fri', b'food', b'simpl', b'best', b'part', b'need', b'oil']
***********************************************************************
[b'wonder', b'cute', b'devic', b'healthi', b'snack', b'enjoy', b'daili', b'=
week', b'use', b'write', b'word', b'forget', b'call', b'bell', b'snack', b'=
readi', b'high', b'recommend']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'reduc', b'fat', b'guilt', b'conveni', b'use', b'hear', b'time', b'prepar=
', b'time', b'seem', b'littl', b'much', b'minut', b'preheat', b'time', b'eq=
ual', b'food', b'prepar', b'time', b'worth', b'everyth', b'crisp', b'well',=
 b'made']
***********************************************************************
[b'bacon', b'prawn', b'burger', b'patti', b'tastier', b'easier', b'make', b=
'weve', b'fun', b'make', b'whole', b'host', b'item', b'fri', b'chicken', b'=
leg', b'grill', b'paneer', b'grill', b'veggi', b'etc', b'lot', b'time', b'b=
uy', b'meat', b'licious', b'pop', b'air', b'fryer', b'easiest', b'cook', b'=
ever', b'anyth', b'youd', b'grill', b'fri', b'come', b'realli', b'well', b'=
cook', b'minut', b'perfect', b'lazi', b'peopl']
***********************************************************************
[b'easi', b'use', b'easi', b'handl']
***********************************************************************
[b'easi', b'use']
***********************************************************************
[b'user', b'friend']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'best', b'price', b'compar', b'competitor', b'product']
***********************************************************************
[b'amaz', b'applianc', b'kitchen', b'fill', b'gap', b'thermomix', b'come', =
b'fri', b'without', b'oil', b'brilliant', b'prepar', b'veggi', b'six', b'mo=
nth', b'old', b'granddaught', b'start', b'babi', b'led', b'wean', b'enjoy',=
 b'everi', b'veggi', b'prepar']
***********************************************************************
[b'like', b'product', b'much', b'amaz', b'servic', b'cloudtail', b'becom', =
b'favorit', b'seller', b'anyth', b'come', b'know', b'fine', b'case', b'issu=
', b'replac', b'thank']
***********************************************************************
[b'first', b'one', b'exchang', b'receiv', b'lose', b'heater', b'rod', b'ins=
id', b'fryer', b'exchang', b'within', b'two', b'day', b'use', b'fryer', b'r=
egular', b'problem', b'good', b'qualiti', b'good', b'regard', b'return', b'=
air', b'fri', b'food', b'turn', b'realli', b'well']
***********************************************************************
[b'excel', b'product', b'oil', b'requir', b'luv', b'second', b'air', b'frye=
r', b'cousin', b'gift', b'need', b'buy', b'metal', b'brush', b'clean', b'me=
tal', b'mesh', b'better', b'soke', b'fri', b'pan', b'easi', b'clean']
***********************************************************************
[b'philip', b'realli', b'good', b'launch', b'innov', b'product', b'would', =
b'say', b'make', b'kitchen', b'work', b'easi', b'mom', b'littl', b'bit', b'=
unsatisfi', b'iron', b'mesh', b'provid', b'model', b'even', b'though', b'ma=
chin', b'cost', b'around', b'iron', b'mesh', b'attract', b'much', b'food', =
b'stick', b'get', b'clean', b'realli', b'tough', b'dont', b'disappoint', b'=
food', b'make', b'come', b'realli', b'tasti', b'would', b'want', b'eat', b'=
got', b'amazon', b'sale']
***********************************************************************
[b'unsur', b'would', b'anoth', b'thing', b'buy', b'ultim', b'never', b'use'=
, b'like', b'one', b'best', b'purchas', b'ever', b'made', b'frozen', b'stuf=
f', b'homemad', b'burger', b'patti', b'grill', b'chicken', b'paneer', b'loa=
d', b'thing', b'perfect', b'calori', b'conscious', b'use', b'time']
***********************************************************************
[b'read', b'mani', b'view', b'get', b'disappoint', b'whether', b'order', b'=
notbut', b'unfortun', b'order', b'get', b'cook', b'mani', b'chicken', b'fis=
h', b'varieti', b'mani', b'item', b'found', b'easi', b'good', b'handl', b'e=
ven', b'daughter', b'also', b'oper', b'itthank', b'philip', b'compani', b'f=
an', b'alreadi', b'use', b'item', b'excellantthre', b'cheer', b'hip', b'hip=
', b'hurryblack', b'color', b'favorit']
***********************************************************************
[b'easi', b'use', b'though', b'find', b'clean', b'bit', b'tricki', b'due', =
b'steel', b'jaali', b'overal', b'excel', b'equip', b'found', b'oil', b'cook=
', b'tri', b'much', b'yet', b'cook', b'overal', b'experi', b'good', b'frenc=
h', b'fire', b'potato', b'chop', b'shot', b'even', b'heat', b'bhatura', b'g=
ood', b'fresh', b'one', b'also', b'good', b'precook', b'naan', b'lacha', b'=
paratha', b'good', b'equip', b'kitchen']
***********************************************************************
[b'compar', b'air', b'fryer', b'philip', b'product', b'robust', b'last', b'=
long', b'use', b'sinc', b'day', b'receiv', b'great', b'product', b'issu', b=
'good', b'valu', b'money', b'bit', b'apprehens', b'product', b'read', b'rev=
iew', b'user', b'found', b'product', b'great', b'one', b'must', b'want', b'=
tasti', b'healthi', b'food']
***********************************************************************
[b'philip', b'airfri', b'wonder', b'user', b'friend', b'product', b'use', b=
'peopl', b'calori', b'conscious', b'thank', b'amazon', b'prompt', b'deliver=
i', b'good', b'pack']
***********************************************************************
[b'roast', b'food', b'even', b'frozen', b'snack', b'come', b'well', b'cant'=
, b'tell', b'differ', b'fri', b'one', b'one', b'foodi', b'still', b'want', =
b'avoid', b'oil', b'definit', b'one', b'thing', b'difficult', b'clean']
***********************************************************************
[b'nice', b'product', b'easi', b'oper']
***********************************************************************
[b'job', b'worth', b'purchas']
***********************************************************************
[b'kenstar', b'servic', b'center', b'across', b'reason', b'buy']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'great', b'product']
***********************************************************************
[b'inalsa', b'airfryer']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'use', b'modern', b'kitchen']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[]
***********************************************************************
[b'bestest', b'air', b'fryer']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'thank', b'inalsa', b'applianc']
***********************************************************************
[b'inalsa', b'air', b'fri']
***********************************************************************
[b'seem', b'good']
***********************************************************************
[b'inhalsa', b'air', b'fryer']
***********************************************************************
[b'wonder', b'util']
***********************************************************************
[b'gorgeous']
***********************************************************************
[b'nice', b'product', b'inalsa']
***********************************************************************
[b'worth']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'worthi', b'product']
***********************************************************************
[b'valu', b'money']
***********************************************************************
[b'good', b'air', b'fryer']
***********************************************************************
[b'excel', b'product', b'valu', b'money']
***********************************************************************
[b'excelent', b'product']
***********************************************************************
[b'realli', b'great', b'product', b'wonder', b'price']
***********************************************************************
[b'nice']
***********************************************************************
[b'good']
***********************************************************************
[b'nice', b'product']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'good']
***********************************************************************
[b'best']
***********************************************************************
[b'good']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'best', b'qualiti']
***********************************************************************
[b'good', b'product']
***********************************************************************
[b'valu', b'money', b'product']
***********************************************************************
[b'relat', b'alreadi', b'use', b'similar', b'product', b'compar', b'inalsa'=
, b'better', b'fryer']
***********************************************************************
[b'amaz', b'air', b'fryer']
***********************************************************************
[b'nice', b'handi']
***********************************************************************
[b'nice']
***********************************************************************
[b'avail', b'flipkart']
***********************************************************************
[b'superb']
***********************************************************************
[b'review', b'amaz', b'product']
***********************************************************************
[b'good', b'machin']
***********************************************************************
[b'excel', b'servic']
***********************************************************************
[b'excel', b'product']
***********************************************************************
[b'great', b'home', b'applianc', b'use', b'aesthet', b'pleas']
***********************************************************************
[b'hell', b'product']
***********************************************************************
[b'good', b'experi']
***********************************************************************
[b'excel']
***********************************************************************
[b'easi', b'use', b'valu', b'money']
***********************************************************************
[b'inalsa', b'air', b'fryer', b'great']
***********************************************************************
[b'product', b'describ']
***********************************************************************
[b'inalsa', b'rock']
***********************************************************************
[b'must']
***********************************************************************
[b'good']
***********************************************************************
[b'compet', b'price', b'inalsa', b'air', b'fryer']
***********************************************************************
[b'air', b'fryer', b'much', b'healthier', b'today']
***********************************************************************
[]
***********************************************************************
[b'good']
***********************************************************************
[b'awesom']
***********************************************************************
[b'thumb']
***********************************************************************
[b'great', b'priduct']
***********************************************************************
[b'product', b'good', b'custom', b'care', b'app', b'portal', b'need', b'imp=
rov']
***********************************************************************
[b'best', b'bang', b'buck', b'airfryer']
***********************************************************************
[b'fryer', b'good', b'sure', b'warranti']
***********************************************************************
[b'good', b'overal']
***********************************************************************
[b'valu', b'money', b'easi', b'clean']
***********************************************************************
[b'good', b'use', b'product']
***********************************************************************
[b'easi', b'use', b'good', b'product']
***********************************************************************
[b'excel', b'product', b'proud', b'owner', b'inalsa', b'air', b'fryer']
***********************************************************************
[b'look', b'trendi', b'black', b'copper']
***********************************************************************
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[34]
=
product_data[= 'CleanedText']=3Dfinal_st= ring #adding a column of&nb= sp;CleanedText which displays the data after pre-processing of the review&nbs= p;
product_data['C= leanedText']=3Dproduct_data['CleanedText'].str.decode("utf-8")
<= /div>
Enter to Rename, Shift+Enter to Preview
=

<= div class=3D"cell-execution-container">
=
product_data
=
<= /div>
Enter to Rename, Shift+Ente= r to Preview
<= p class=3D"type" style=3D"font-family: monospace;">

<= div class=3D"output-iframe-sizer">
[n=
ltk_data] Downloading package vader_lexicon to /root/nltk_data...

True
=
<= div class=3D"cell-execution-container">
=
=
!pip = install vaderSentiment
from vaderSentiment.vaderSentiment import SentimentIntensityAnalyz= er
vader =3D SentimentIntensityAnalyz= er()
 
=
=
Enter to= Rename, Shift+Enter to Preview
=

=
<= /div>
<= div class=3D"output-iframe-sizer">
Co=
llecting vaderSentiment
  Downloading https://files.p=
ythonhosted.org/packages/76/fc/310e16254683c1ed35eeb97386986d6c00bc29df17ce=
280aed64d55537e9/vaderSentiment-3.3.2-py2.py3-none-any.whl (125kB)
     |=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=
=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=
=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=
=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88| 133k=
B 3.9MB/s=20
Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-pa=
ckages (from vaderSentiment) (2.23.0)
Requirement already satisfied: idna<3,>=3D2.5 in /usr/local/lib/pytho=
n3.7/dist-packages (from requests->vaderSentiment) (2.10)
Requirement already satisfied: chardet<4,>=3D3.0.2 in /usr/local/lib/=
python3.7/dist-packages (from requests->vaderSentiment) (3.0.4)
Requirement already satisfied: certifi>=3D2017.4.17 in /usr/local/lib/py=
thon3.7/dist-packages (from requests->vaderSentiment) (2020.12.5)
Requirement already satisfied: urllib3!=3D1.25.0,!=3D1.25.1,<1.26,>=
=3D1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->vade=
rSentiment) (1.24.3)
Installing collected packages: vaderSentiment
Successfully installed vaderSentiment-3.3.2
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[38]
<= /div>
<= div style=3D"position:absolute;top:95px;width:100%;height:19px;">
=
def get_polarity(x):
&= nbsp;   return TextBlob(x).sentiment.polarity
product_data['Polarity'] =3D product_data['ReviewTitl= e'].apply(get_polarity)
product_data['Sentiment_Type']=3D''
product_data.loc[product_data.Polarity>0,'Sentiment_Type= ']=3D'POSITIVE'
<= span>product_data.loc[product_data.Polarity=3D=3D0,'Sentiment_Type']=3D'NEUTRAL'
product_data.loc[product_= data.Polarity<0= ,'Sentiment_Type']= =3D'NEGATIVE'
=
<= div data-mprt=3D"4" class=3D"overlayWidgets" style=3D"width: 1242px;">
<= div data-mprt=3D"2" class=3D"overflowingContentWidgets">
Enter to Rename, Shift+Enter to Preview
<= /div>
=

<= div class=3D"cell-execution-container">
=
product_data.reset_index= (drop=3DTrue)
=
=
Enter to Rename, Shift+Enter to Previ= ew

<= div class=3D"output-iframe-sizer">
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[40]
<= /div>
<= div style=3D"position:absolute;top:95px;width:100%;height:19px;">
=
=
def configure_plotly_browser_state():
  import IPython
  displ= ay(IPython.core.display.HTML('''=
        <script src=3D"= /static/components/requirejs/require.js"= ></script>
   &nbs= p;    <script>
          requirejs= .config({
      =       paths: {
            = ;  base: '/static/base',
    &nb= sp;         plotly: 'https:/= /cdn.plot.ly/plotly-latest.min.js?noext',
   &nbs= p;        },
          });
        </script<= span class=3D"mtk12">>
   &n= bsp;    '''))
=
=
Enter to Rena= me, Shift+Enter to Preview

<= div class=3D"slider" style=3D"position: absolute; top: 0px; left: 0px; heig= ht: 10px; transform: translate3d(0px, 0px, 0px); contain: strict;">
<= /div>

Distribution of Sent= iment polarity

=E2=86=B3 0 cells hidden
<= div class=3D"cell-execution-container">
<= /div>
<= div style=3D"position:absolute;top:95px;width:100%;height:19px;">
=
 
configure_plotly_browser_state()<= /span>
import plotly= .graph_objs as go
import&n= bsp;plotly.offline as pyo
from plotly.offline import<= span class=3D"mtk1"> init_notebook_mode, iplot
pyo.init_notebook_mode()
init_notebo= ok_mode(connected=3DTrue) 
product_data['Polarity'].iplot(kind=3D'hist',colors=3D'red',bins=3D50,xTitle=3D'Polarity',yTitle=3D'count',title=3D'Sentiment Polarity distribution')
 
######### we = ;will be ploting polarity count on rev= iews
 
<= /div>
=
Enter to Rename, Shift+Enter to Preview

=
<= div class=3D"output-iframe-sizer" style=3D"min-height: 0px;">
<= div class=3D"cell-execution-container">
=
=
=
####### we w= ill be ploting count of sentiment_type 
configure_plotly_browser= _state()
product_data.Sentiment_Type.value_coun= ts().iplot(kind=3D= 'bar',title=3D"Sen= timent Analysis")
Enter to Rename, Shift+Enter to Preview
=
<= div class=3D"slider" style=3D"position: absolute; top: 0px; left: 0px; heig= ht: 10px; transform: translate3d(0px, 0px, 0px); contain: strict;">

<= div class=3D"slider" style=3D"position: absolute; top: 0px; left: 0px; widt= h: 10px; transform: translate3d(0px, 0px, 0px); contain: strict;">
=
<= div class=3D"output-iframe-sizer">
<= div class=3D"cell-execution-container">
<= /div>
<= /div>
<= div class=3D"view-zones" role=3D"presentation" aria-hidden=3D"true" style= =3D"position: absolute;">
###### we will&n= bsp;be plotting rating count
 
configure_plotly_browser_state()
product_data['Rating'].iplot(kind=3D'hist',colors=3D'red',bins=3D50,xTitle=3D'Rating',yTitle=3D'count',title=3D'Review Rating distributio= n')
 
<= /div>
Enter to Rename, Shift+Enter to Preview

=
<= div class=3D"output-iframe-sizer">
<= div class=3D"cell-execution-container">
=
product_data['Brand'].value_counts()
=
=
Enter to Rename, Shift+Enter to Previ= ew

<= div class=3D"output-iframe-sizer">
Phi=
lips              1796
Insala airfryer       553
Amazon Airfryer       553
American Micronic     396
Kenster                87
Hilton                 44
Kent                   23
Varada Pro             21
Solara Digital          3
Name: Brand, dtype: int64
<= div class=3D"cell-execution-container">
=
product_data.groupby('Brand').count()
=
=
Enter to Rename, Shift+Enter to Previ= ew

<= div class=3D"output-iframe-sizer">
=
<= div class=3D"cell-execution-container">
=
=
=
###COUNT PLOT&nbs= p;ON BRANDS
configure_plotly_browser_state= ()
product_data['B= rand'].value_counts().iplot(kind=3D'bar',xTitle=3D'Brand',yTitle=3D'count',title=3D'COUNT OF BRANDS')<= /span>
=
=
Enter to Renam= e, Shift+Enter to Preview

<= div role=3D"presentation" aria-hidden=3D"true" class=3D"invisible scrollbar= vertical" style=3D"position: absolute;">
=
<= /div>
<= div class=3D"output-iframe-sizer">
=
<= div class=3D"cell-execution-container">
=
!p= ip install text2emotion
import text2emotion = as te
=
Enter to Rename, Shift+Enter to Preview
=

<= div class=3D"output-iframe-sizer">
Co=
llecting text2emotion
  Downloading https://files.pythonh=
osted.org/packages/fe/31/b190e37c1396ca68ab1b5c8ea1a23f2f7848df532ad69133e9=
4853120aed/text2emotion-0.0.5-py3-none-any.whl (57kB)
     |=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=
=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=
=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=
=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88| 61kB=
 2.3MB/s=20
Collecting emoji>=3D0.6.0
  Downloading https://files.pythonhosted.o=
rg/packages/24/fa/b3368f41b95a286f8d300e323449ab4e86b85334c2e0b477e94422b8e=
d0f/emoji-1.2.0-py3-none-any.whl (131kB)
     |=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=
=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=
=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=
=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88=E2=96=88| 133k=
B 5.0MB/s=20
Requirement already satisfied: nltk in /usr/local/lib/python3.7/dist-packag=
es (from text2emotion) (3.2.5)
Requirement already satisfied: six in /usr/local/lib/python3.7/dist-package=
s (from nltk->text2emotion) (1.15.0)
Installing collected packages: emoji, text2emotion
Successfully installed emoji-1.2.0 text2emotion-0.0.5
[nltk_data] Downloading package stopwords to /root/nltk_data...
[nltk_data]   Package stopwords is already up-to-date!
[nltk_data] Downloading package punkt to /root/nltk_data...
[nltk_data]   Unzipping tokenizers/punkt.zip.
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Unzipping corpora/wordnet.zip.
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[48]
<= /div>
<= /div>
def = get_emotion(x):
<= div style=3D"top:19px;height:19px;" class=3D"view-line">         return te.get_emotion(x)=
 
 
 <= /div>
=
Enter to Rename, Shift+Enter to Previe= w

<= /div>
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[49]
=
=
product_data.loc[product_data.Pol= arity>=3D0,'Review_emotions']=3D<= /span>'HAPPY'
product_dat= a.loc[product_data.Polarity<0,'Review_emotions']=3D'ANGRY'
<= div style=3D"top:38px;height:19px;" class=3D"view-line">product_data.loc[product_data.Polarity=3D=3D0,'Review_= emotions']=3D'SATI= SFIED'
<= /div>
Enter to Rename, Shift+Ente= r to Preview
<= p class=3D"type" style=3D"font-family: monospace;">

<= div class=3D"output-info">
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[50]
=
=
product_data.loc[product_data.Pol= arity>=3D0,'pol_num']=3D'1'
product_data.loc[produc= t_data.Polarity<0,'pol_num']=3D'-1'
product_data.lo= c[product_data.Polarity=3D=3D0,'pol_num']=3D'0'
Enter to Rename, Shift+Enter to Preview
=

Double-click (or enter) to e= dit

=E2=86=B3 0 cells hidden
<= div class=3D"cell-execution-container">
=
product_data.head(50)
<= /div>
=
<= div data-mprt=3D"2" class=3D"overflowingContentWidgets">
Enter to Rename, Shift+Enter to Preview
<= span>

<= /div>
<= div class=3D"output-iframe-sizer">
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[52]
=
from sklearn.feature_extraction.text import CountVectorizer
<= div role=3D"presentation" aria-hidden=3D"true" class=3D"invisible scrollbar= vertical" style=3D"position: absolute; width: 14px; height: 29px; right: 0= px; top: 0px;">
<= /div>
Enter to Rename, Shift+Ente= r to Preview
<= p class=3D"type" style=3D"font-family: monospace;">

<= div class=3D"output-iframe-sizer">
=
<= div class=3D"cell-execution-container">
=
sns.catplot(= x=3D'Brand',y=3D'Polarity',data=3Dpr= oduct_data,kind=3D'box',height=3D4,&= nbsp;aspect=3D3)
<= textarea data-mprt=3D"6" class=3D"inputarea" wrap=3D"off" autocorrect=3D"of= f" autocapitalize=3D"off" autocomplete=3D"off" spellcheck=3D"false" aria-la= bel=3D"Editor content;Press Alt+F1 for Accessibility Options." role=3D"text= box" aria-multiline=3D"true" aria-haspopup=3D"false" aria-autocomplete=3D"b= oth" style=3D"font-family: monospace; font-weight: normal; font-size: 14px;= font-feature-settings: "liga" 0, "calt" 0; line-height= : 19px; letter-spacing: 0px; top: 0px; left: 6px; width: 1px; height: 1px;"= >
Enter to Rename, Shift+Enter to Previ= ew

<= /div>
<= div class=3D"output-iframe-sizer">
=
<= div class=3D"cell-execution-container">
=
import plotly. express as=  px
import plotly.graph_objects as go
Enter to Rename, Shift+Enter to Preview
=

<= div class=3D"output-iframe-sizer">
/u=
sr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecatio=
nWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

/usr/local/lib/python3.7/dist-packages/plotly/express/_doc.py:503: Deprecat=
ionWarning:

inspect.getargspec() is deprecated since Python 3.0, use inspect.signature(=
) or inspect.getfullargspec()

to also collapse sibling sections)">*Based on Rating = and Polarity Recomending Brands *

=E2=86=B3 95 cells hidden
Code Text
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[56]
=
=
x1=3Dproduct_data[product_data['Rating']>=3D3.0]['Brand']
x2=3Dproduct_data[product_data['Rating']<=3D2.0]['Brand']
 
=
Ente= r to Rename, Shift+Enter to Preview

<= /div>
Code Text
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[57]
<= /div>
<= /div>
 
trace1=3Dgo.Histo= gram(x=3Dx1,name=3D'Recomended',opacity=3D0.8)
trace2=3Dgo.Histogram(x=3Dx2,name= =3D'Not Recomended',opacity=3D0.8)
 
 
=
<= div data-mprt=3D"4" class=3D"overlayWidgets" style=3D"width: 1242px;">
<= /div>
=
=
Enter to Rename, Shift+Enter to Pr= eview

=
<= div class=3D"cell-execution-container">
<= /div>
<= div style=3D"position:absolute;top:95px;width:100%;height:19px;">
configure_plotly_browser_state()<= /span>
data=3D[trace1,trace2]
layout=3Dgo.Layout(barmode=3D'overlay',title=3D'Distribution=  of Recomending Brands based on Ratin<= span class=3D"mtk26">gs')
fig=3Dgo.Figure(data=3Ddata,layout=3Dlayout)
fig.show()
 
Enter to Rename, Shift+Enter to Preview
=

<= div class=3D"output-iframe-sizer">
=
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[59]
<= /div>
<= /div>
y1=3Dproduct_data[product_data['Polarity']>=3D0]['Brand']
y= 2=3Dproduct_data[product_data['Polarity']<0]['Brand']
trace_1=3Dgo.Histogram(x=3Dy1,name=3D= 'Recomended',opacity=3D0.8)
trace_2=3Dgo.Histogram(x=3Dy2,name=3D'Not Recomended',opacity=3D0.8)
 
<= /div>
=
Enter to Rename, Shift+Enter= to Preview
<= /div>
<= div class=3D"monaco-scrollable-element " role=3D"presentation" style=3D"pos= ition: relative; overflow: hidden;">

=
<= div class=3D"cell-execution-container">
=
s=3Dpd.concat([y1, y2])
= s
=
Ente= r to Rename, Shift+Enter to Preview

<= /div>
<= div class=3D"output-iframe-sizer">
137=
2    Insala airfryer
1636               Kent
1911            Philips
1015    Insala airfryer
2921            Philips
             ...      =20
2087            Philips
1294    Insala airfryer
1602            Kenster
1581            Kenster
1687            Philips
Name: Brand, Length: 3476, dtype: object
<= div class=3D"cell-execution-container">
<= /div>
<= div style=3D"position:absolute;top:95px;width:100%;height:19px;">
configure_plotly_browser_state()<= /span>
data=3D[trace_1,trace_2]
layout=3Dgo.Layout(barmode=3D'overlay',title=3D'Distributi= on of polarity of reviews based on rati<= /span>ngs')=
fig=3Dgo.Figure(data=3Ddata,layout=3Dlayout)
fig.show()
 
=
<= div data-mprt=3D"4" class=3D"overlayWidgets" style=3D"width: 1242px;">
<= div data-mprt=3D"2" class=3D"overflowingContentWidgets">
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<= span>

<= /div>
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=
<= div class=3D"cell-execution-container">
=
 
!pip install autoviz
<= div data-mprt=3D"1" class=3D"contentWidgets" style=3D"position: absolute; t= op: 0px;">
<= div data-mprt=3D"4" class=3D"overlayWidgets" style=3D"width: 1242px;">
Enter to Rename, Shift+Enter to Preview
<= /span>
=

<= div class=3D"output-iframe-sizer">
Co=
llecting autoviz
  Downloading https://files.pythonhoste=
d.org/packages/89/20/8c8c64d5221cfcbc54679f4f048a08292a16dbad178af7c78541aa=
3af730/autoviz-0.0.81-py3-none-any.whl
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kages (from autoviz) (1.0.0)
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kages (from autoviz) (0.11.1)
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packages (from autoviz) (3.2.2)
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ages (from autoviz) (1.1.5)
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kages (from autoviz) (5.5.0)
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t-packages (from autoviz) (0.24.2)
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ckages (from jupyter->autoviz) (5.3.1)
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ackages (from jupyter->autoviz) (5.6.1)
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packages (from jupyter->autoviz) (7.6.3)
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ackages (from jupyter->autoviz) (4.10.1)
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ackages (from jupyter->autoviz) (5.1.0)
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ages (from notebook->jupyter->autoviz) (2.11.3)
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packages (from notebook->jupyter->autoviz) (1.5.0)
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on3.7/dist-packages (from notebook->jupyter->autoviz) (0.9.4)
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packages (from nbconvert->jupyter->autoviz) (0.7.1)
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ages (from nbconvert->jupyter->autoviz) (3.3.0)
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on >=3D "3.6" in /usr/local/lib/python3.7/dist-packages (from ipywidgets=
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es (from qtconsole->jupyter->autoviz) (1.9.0)
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s (from cycler>=3D0.10->matplotlib->autoviz) (1.15.0)
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;autoviz) (0.7.0)
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Installing collected packages: autoviz
Successfully installed autoviz-0.0.81
<= div class=3D"cell-execution-container">
=
=
 
from autoviz.AutoViz_Class import AutoViz_Class
=
 =
AV =3D AutoViz_Class()=
<= div data-mprt=3D"4" class=3D"overlayWidgets" style=3D"width: 1242px;">
<= div data-mprt=3D"2" class=3D"overflowingContentWidgets">
Enter to Rename, Shift+Enter to Preview
<= span>

<= /div>
<= div class=3D"output-iframe-sizer">
<= div class=3D"cell-execution-container">
=
=
# highest positi= ve sentiment reviews 
only_pos= =3Dproduct_data[product_data["Polarity"= ] >0].sort_values("Sentiment_Type"<= /span>, ascending =3D False)[[ "CleanedText","Sentiment_Type","Brand","Polarit= y"]].head(5= )
only_pos
=
Enter to Rename, Shift+E= nter to Preview
<= p class=3D"type" style=3D"font-family: monospace;">

<= div class=3D"output-iframe-sizer">
Code Text
<= div class=3D"cell-execution-container">
=
=
# highest Neutral&nb= sp;sentiment reviews
only_Neutral=3Dproduc= t_data[product_data["Polarity"] =3D=3D0].sort_values("Sentiment_Type", ascending =3D False)[["Cle= anedText", "S= entiment_Type","Br= and","Polarity"]].head(5)
only_Neutral
En= ter to Rename, Shift+Enter to Preview

<= /div>
<= /div>
<= div class=3D"output-iframe-sizer">
Code Text
<= div class=3D"cell-execution-container">
=
=
# highest Negative&n= bsp;sentiment reviews 
only_Neg=3Dpro= duct_data[product_data["Polarity"] <0].sort_values("Sentiment_Type", ascending =3D False)[["Cle= anedText", "S= entiment_Type","Br= and","Polarity"]].head(5)
only_Neg
<= /div>
En= ter to Rename, Shift+Enter to Preview

<= /div>
<= /div>
<= div class=3D"output-iframe-sizer">
Code Text
<= div class=3D"cell-execution-container">
=
only_pos
Enter to Rename, Shift+Enter to Previe= w
=
=

<= /div>
<= div class=3D"output">
<= div class=3D"output-iframe-sizer" style=3D"min-height: 0px;">
<= /div>
Code Text
<= div class=3D"cell-execution-container">
<= /div>
<= div style=3D"position:absolute;top:95px;width:100%;height:19px;">
=
from nltk.stem.wordnet <= /span>import WordNet= Lemmatizer
#clean the data
stop =3D set(stopwords.words('english'))
exclude =3D set(string.punctuation)
lemma_Pos =3D WordNetLemmatizer()
 
= def clean(= text):
  = ;  stop_free =3D ' '<= /span>.join([word fo= r word in=  text.lower().split() if word not in stop])
=     punc_free =3D ''.join(ch = for ch in=  stop_free if ch = not in<= span class=3D"mtk1"> exclude)
  = ;  normalized =3D ' '= .join([lemma_Pos.lemmatize(word) for word <= span class=3D"mtk6">in punc_free.split()])=
    return normalized.split()
=  
only_pos['lemma_Pos']=3Donly_pos['CleanedText'].apply(clean)
= only_pos['lemma_Pos']
=
<= div data-mprt=3D"2" class=3D"overflowingContentWidgets" style=3D"display: n= one;">
Enter to Rename, Shift+Enter= to Preview
<= div class=3D"monaco-list list_id_72" tabindex=3D"0" role=3D"tree">
<= div class=3D"slider" style=3D"position: absolute; top: 0px; left: 0px; widt= h: 10px; transform: translate3d(0px, 0px, 0px); contain: strict;">

<= /p>

=
<= div class=3D"output-iframe-sizer" style=3D"min-height: 0px;">
1       [air, fryer, get, hot, outsid]
2447     [great, product, amaz, price]
2452    [good, product, reason, price]
2453                  [excel, product]
2455                      [easi, oper]
Name: lemma_Pos, dtype: object
Code Text
<= div class=3D"cell-execution-container">
<= /div>
<= div style=3D"position:absolute;top:95px;width:100%;height:19px;">
=
#create dictionary
dictiona= ry_pos =3D corpora.Dictionary(only_pos['lemma_Pos'])
#= Total number of non-zeroes in the BOW ma= trix (sum of the number&nbs= p;of unique words per document over t<= span class=3D"mtk8">he entire corpus).
print(dictionary_pos.num_nnz)<= /div>
print("*********************************************************************************************************")
#create document term matrix
= doc_term_matrix_p =3D [dictionary_pos.doc2bow(doc) for doc in only_pos['lemma_Pos'] ]
<= span class=3D"mtk14">print(len(doc_term_matrix_p))
print("*********************************************************************************************************")
lda =3D gensim.models.ldamodel.LdaModel
=
num_topics=3D3
%time ldamodel_pos =3D = ;lda(doc_term_matrix_p,num_topics=3Dnum_topics,= id2word=3Ddictionary_pos,passes=3D50,minimum_probability=3D0)
ldamodel_pos.print_t= opics(num_topics=3Dnum_topics)
<= /div>
Enter to Rename, Shift+= Enter to Preview
<= /div>

int: num_topics

= 3

<= /div>
<= div class=3D"output-iframe-sizer" style=3D"min-height: 0px;">
17
***************************************************************************=
******************************
5
***************************************************************************=
******************************
CPU times: user 126 ms, sys: 861 =C2=B5s, total: 127 ms
Wall time: 127 ms

[(0,
  '0.072*"product" + 0.071*"great" + 0.071*"amaz" + 0.071*"reason" + 0.071*=
"good" + 0.071*"excel" + 0.071*"oper" + 0.071*"easi" + 0.071*"price" + 0.07=
1*"get"'),
 (1,
  '0.154*"oper" + 0.154*"easi" + 0.154*"excel" + 0.153*"product" + 0.039*"g=
reat" + 0.039*"amaz" + 0.039*"reason" + 0.039*"good" + 0.039*"price" + 0.03=
9*"get"'),
 (2,
  '0.133*"product" + 0.132*"price" + 0.075*"air" + 0.075*"get" + 0.075*"hot=
" + 0.075*"outsid" + 0.075*"fryer" + 0.075*"reason" + 0.075*"good" + 0.075*=
"amaz"')]
=
Code Text
=
=
=
=
lda_display_pos = =3D pyLDAvis.gensim.prepare(ldamodel_pos,&= nbsp;doc_term_matrix_p, dictionary_pos, sort_topics=3DFalse, mds=3D'mmds')
pyLDAvis.display(lda_display_pos)<= /span>
=
<= /div>
=
Enter to Rename, Shift+Enter to Preview
<= div class=3D"body" style=3D"overflow: hidden;">

PreparedData: lda_dis= play_pos

pyLDAvis._prepare.PreparedDat= a(DataFrame with shape (3, 5), DataFrame with shape (194, 6), DataFrame wit= h shape (239, 3), 30, 0.01, ...) (7 items total)

=
<= div class=3D"output-iframe-sizer">
Code Text
<= div class=3D"cell-execution-container">
=
=
# Assigns the topics&nb= sp;to the documents in corpus
lda_corpus_p =3D ldamodel_pos[doc_term_matrix_p]=
[doc for doc in lda_corpus_p]

=
<= div class=3D"output-iframe-sizer" style=3D"min-height: 0px;">
[[(0, 0.05728429), (1, 0.056391817), (2=
, 0.88632387)],
 [(0, 0.06817641), (1, 0.0699989), (2, 0.8618247)],
 [(0, 0.068176314), (1, 0.06999345), (2, 0.86183023)],
 [(0, 0.11277512), (1, 0.76509386), (2, 0.12213103)],
 [(0, 0.11275675), (1, 0.7757523), (2, 0.11149097)]]
=
Code Text
<= div class=3D"cell-execution-container">
<= /div>
<= div style=3D"position:absolute;top:95px;width:100%;height:19px;">
=
=
scores =3D list(chain(*[[score for topic_id,score = in topic] = ;\
       &n= bsp;            = ;  for&n= bsp;topic in&n= bsp;[doc for&= nbsp;doc in&nb= sp;lda_corpus_p]]))
 
thresho= ld =3D sum(scores)/len(sco= res)
print(thresho= ld)
cluster1_p =3D [j for i,j in zip(lda_corpus_p,only_pos.index) <= /span>if i[0][1] > threshold]=
cluster2_p =3D [j for i,j in zip(lda_corpus_p,only_pos.index) if i[1][1] > threshold]
= cluster3_p =3D [j for i,j in zip(lda_corpus_p,only_pos.index) if i[2][1] > threshold]
 
print(len(cluster1_p))
print<= /span>(len(cluster2_p))
print(len(cluster3_p))
<= div class=3D"monaco-editor rename-box" widgetid=3D"__renameInputWidget" sty= le=3D"background-color: rgb(243, 243, 243); box-shadow: rgb(168, 168, 168) = 0px 2px 8px; color: rgb(97, 97, 97); position: fixed; visibility: hidden; m= ax-width: 1366px;">
Enter to Rename, Shift+Enter to Pr= eview

<= div class=3D"output-iframe-sizer" style=3D"min-height: 0px;">
0.333333320915699
0
2
3
Code Text

Negative

=E2=86=B3 0 cells hidden
Code Text
<= div class=3D"cell-execution-container">
<= /div>
<= div style=3D"position:absolute;top:95px;width:100%;height:19px;">
=
=
stop =3D set(stopwords.words('english'))
exclude =3D set(string.punctuation)
lemma_neg =3D WordNetLemmatizer()
 
<= span class=3D"mtk6">def clean(t= ext):
  &= nbsp; stop_free =3D ' '.join([word for<= /span> word in text.lower().split() if word not in stop])
=     punc_free =3D ''.join(ch = for ch in=  stop_free if ch = not in<= span class=3D"mtk1"> exclude)
  = ;  normalized =3D ' '= .join([lemma_neg.lemmatize(word) for word <= span class=3D"mtk6">in punc_free.split()])=
    return normalized.split()
=  
only_Neg['lemma_neg']=3Donly_Neg['CleanedText'].apply(clean)
= only_Neg['lemma_neg']
=
<= div data-mprt=3D"2" class=3D"overflowingContentWidgets" style=3D"display: n= one;">
Enter to Rename, Shift+Enter= to Preview
<= div class=3D"monaco-list list_id_77" tabindex=3D"0" role=3D"tree">
<= div class=3D"slider" style=3D"position: absolute; top: 0px; left: 0px; widt= h: 10px; transform: translate3d(0px, 0px, 0px); contain: strict;">

<= /p>

<= div class=3D"output-iframe-sizer" style=3D"min-height: 0px;">
6                                      =
  [worst, experi]
517    [total, wast, moneytak, lot, time, cooktoo, mu...
603                                            [satisfi]
592                                       [expect, upto]
587                             [take, long, time, cook]
Name: lemma_neg, dtype: object
Code Text
<= div class=3D"cell-execution-container">
<= /div>
<= div style=3D"position:absolute;top:95px;width:100%;height:19px;">
=
#create dictionary
Neg_dict= ionary =3D corpora.Dictionary(only_Neg['lemma_neg'])
#= Total number of non-zeroes in the BOW ma= trix (sum of the number&nbs= p;of unique words per document over t<= span class=3D"mtk8">he entire corpus).
print(Neg_dictionary.num_nnz)<= /div>
print("*********************************************************************************************************")
#create document term matrix
= doc_term_matrix_N =3D [Neg_dictionary.doc2bow(doc) for doc in only_Neg['lemma_neg'] ]
<= span class=3D"mtk14">print(len(doc_term_matrix_N))
print("*********************************************************************************************************")
lda_neg =3D gensim.models.ldamodel.LdaModel
num_topics=3D3
%time ldamodel_Neg =3D&nb= sp;lda_neg(doc_term_matrix_N,num_topics=3Dnum_t= opics,id2word=3DNeg_dictionary,passes=3D50,minimum_probability=3D0)
ldamodel_Neg.p= rint_topics(num_topics=3Dnum_topics)
=
Enter to Rename, S= hift+Enter to Preview
<= /span>

=
=
<= div class=3D"output-iframe-sizer" style=3D"min-height: 0px;">
19
***************************************************************************=
******************************
5
***************************************************************************=
******************************
CPU times: user 118 ms, sys: 2.06 ms, total: 120 ms
Wall time: 121 ms

[(0,
  '0.111*"take" + 0.111*"long" + 0.111*"cook" + 0.111*"worst" + 0.111*"expe=
ri" + 0.111*"time" + 0.028*"satisfi" + 0.028*"upto" + 0.028*"expect" + 0.02=
8*"cooktoo"'),
 (1,
  '0.148*"upto" + 0.148*"expect" + 0.148*"satisfi" + 0.037*"worst" + 0.037*=
"experi" + 0.037*"time" + 0.037*"take" + 0.037*"long" + 0.037*"cook" + 0.03=
7*"lot"'),
 (2,
  '0.083*"time" + 0.083*"wast" + 0.083*"consumpt" + 0.083*"moneytak" + 0.08=
3*"total" + 0.083*"cooktoo" + 0.083*"electr" + 0.083*"much" + 0.083*"unnece=
ssari" + 0.083*"lot"')]
<= div class=3D"cell-execution-container">
=
=
lda_display_Neg =3D = pyLDAvis.gensim.prepare(ldamodel_Neg, doc_= term_matrix_N, Neg_dictionary, sort_topics=3DFalse, = ;mds=3D'mmds')
pyLDAvis.display(lda_display_Neg)
&nb= sp;
<= div class=3D"cursor " style=3D"height: 19px; top: 0px; left: 0px; font-fami= ly: monospace; font-weight: normal; font-size: 14px; font-feature-settings:= "liga" 0, "calt" 0; line-height: 19px; letter-spacing:= 0px; display: block; visibility: hidden; width: 2px;">
=
<= /div>
=
Enter to Rename, Shift+Enter to Preview
<= div class=3D"monaco-list-rows" style=3D"transform: translate3d(0px, 0px, 0p= x); overflow: hidden;">
=
=

=
<= div class=3D"output-iframe-sizer" style=3D"min-height: 0px;">
=
Code Text
<= div class=3D"cell-execution-container">
=
=
# Assigns the topics&nb= sp;to the documents in corpus
lda_corpus_Neg=3D ldamodel_Neg[doc_term_matrix_N]
[doc for doc in lda_corpus_Neg]
=
Enter to Rename, Shift+Enter to Pr= eview

=
<= div class=3D"output-iframe-sizer" style=3D"min-height: 0px;">
[[(0, 0.7760666), (1, 0.112225495), (2,=
 0.11170792)],
 [(0, 0.03116238), (1, 0.030686663), (2, 0.93815094)],
 [(0, 0.16762994), (1, 0.66499704), (2, 0.16737299)],
 [(0, 0.11170577), (1, 0.7767453), (2, 0.11154895)],
 [(0, 0.86384344), (1, 0.067304835), (2, 0.06885171)]]
Code Text
<= div class=3D"cell-execution-container">
=
=
=
=
scores =3D list(chain(*[[score for topic_id,score = in topic] = ;\
       &n= bsp;            = ;  for&n= bsp;topic in&n= bsp;[doc for&= nbsp;doc in&nb= sp;lda_corpus_Neg]]))
 
thres= hold =3D sum(scores)/len(s= cores)
print(thres= hold)
cluster1_N =3D [j <= span class=3D"mtk18">for i,j <= span class=3D"mtk6">in zip(lda_corpus_Neg,only_Neg.index)&n= bsp;if i[0][1] > threshold]<= /span>
cluster2_N =3D [j for i,j in = zip(lda_corpus_Neg,only_Neg.index) = if i[1][1= ] > threshold]
=
cluster3_N =3D [j for=  i,j in zip(lda_corpus_Neg,only_Neg.index) if i[= 2][1] > threshold]
 
print(len(cluster1_N))
print(len(cluster2_N))
print<= /span>(len(cluster3_N))
Enter to Rename, Shift+Ente= r to Preview
=
=

=

DataFrame: only_Neg

DataFrame with shape (5, 5)

<= div class=3D"output-iframe-sizer" style=3D"min-height: 0px;">
0.333333337927858
2
2
1
Code Text
<= div class=3D"cell-execution-container">
=
=
=
=
stop =3D set(stopwords.words('english'))
exclude =3D set(string.punctuation)
lemma_nutral =3D WordNetLemmatizer()
 
def clean(text):
 &nbs= p;  stop_free =3D ' '= .join([word f= or word i= n text.lower().split() if word not in stop])
    punc_free =3D ''.join(ch for ch i= n stop_free if ch not in=  exclude)
 &nbs= p;  normalized =3D ' = '.join([lemma_nutral.lemmatize(word) for word in punc_free.split= ()])
    return normalized.split()
 
only_Nutral['lemma_nutral']=3Donly_Nutral['CleanedText'].apply(cl= ean)
only_Nutral[= 'lemma_nutral']
=
<= div data-mprt=3D"4" class=3D"overlayWidgets" style=3D"width: 1242px;">
<= /div>
=
Enter to= Rename, Shift+Enter to Preview

<= div class=3D"slider" style=3D"position: absolute; top: 0px; left: 0px; heig= ht: 10px; transform: translate3d(0px, 0px, 0px); contain: strict;">
<= /div>

Loading...

<= div class=3D"output-iframe-sizer">
137=
2                 [push, button, work]
773                          [five, star]
775                          [five, star]
778                          [five, star]
779                          [five, star]
                      ...               =20
2645    [time, deleveri, satisfi, expect]
196                    [deliv, open, box]
899                         [three, star]
194                     [buy, vegeterian]
1420                              [thumb]
Name: lemma_nutral, Length: 728, dtype: object
=
Code Text
<= div class=3D"cell-execution-container">
=
=
=
=
#create dictionary
Nuu_dictionar= y =3D corpora.Dictionary(only_Nutral['lemma_nutral'])
#= Total number of non-zeroes in the BOW ma= trix (sum of the number&nbs= p;of unique words per document over t<= span class=3D"mtk8">he entire corpus).
print(Nuu_dictionary.num_nnz)<= /div>
print("*********************************************************************************************************")
#create document term matrix
= doc_term_matrix_Nuu =3D [Nuu_dictionary.doc2bow(doc) for doc in only_Nutral['lemma_nutral'] ]
print(len(doc_term_matrix_Nuu))
print("********************************= **********************************************= ***************************")
lda_nutr =3D gensim.mod= els.ldamodel.LdaModel
num_topics=3D3
%time ldamodel_Nut=3D lda_nutr(doc_term_matrix_Nuu,num_topics=3Dnum_topics,id2word=3DNuu_dictionary,passes=3D<= /span>50,minimum_probabil= ity=3D0)
<= span class=3D"mtk1">ldamodel_Nut.print_topics(num_topics=3Dnum_topics)
 
lda_display_Nut =3D = ;pyLDAvis.gensim.prepare(ldamodel_Nut, doc= _term_matrix_Nuu, Nuu_dictionary, sort_topics=3DFalse,&n= bsp;mds=3D'mmds')<= /span>
pyLDAvis.display(lda_display_Nut)
Enter to Rename, Shift+Enter to Preview
=

=
<= div class=3D"output-iframe-sizer">
Code Text
<= div class=3D"cell-execution-container">
=
=
# Assigns the topics&nb= sp;to the documents in corpus
lda_corpus_Nut=3D ldamodel_Nut[doc_term_matrix_Nuu]
[doc for doc in lda_corpus_Nut]
<= div role=3D"presentation" aria-hidden=3D"true" class=3D"cursors-layer curso= r-line-style cursor-solid">
Enter to Rename, Shift+Enter to Preview
<= span>

<= /div>
<= div class=3D"output-iframe-sizer">
[[(=
0, 0.8330792), (1, 0.08346295), (2, 0.08345785)],
 [(0, 0.116371386), (1, 0.7725045), (2, 0.11112413)],
 [(0, 0.11632469), (1, 0.77255124), (2, 0.11112412)],
 [(0, 0.116340496), (1, 0.7725354), (2, 0.11112413)],
 [(0, 0.116382636), (1, 0.77249324), (2, 0.11112412)],
 [(0, 0.11632431), (1, 0.77255154), (2, 0.11112412)],
 [(0, 0.11633196), (1, 0.7725439), (2, 0.11112412)],
 [(0, 0.116324864), (1, 0.772551), (2, 0.11112412)],
 [(0, 0.088555396), (1, 0.08384783), (2, 0.8275968)],
 [(0, 0.77775735), (1, 0.11112157), (2, 0.11112114)],
 [(0, 0.77253467), (1, 0.11171784), (2, 0.115747504)],
 [(0, 0.11165178), (1, 0.11116955), (2, 0.7771787)],
 [(0, 0.77678186), (1, 0.11162111), (2, 0.111596994)],
 [(0, 0.07965836), (1, 0.84155464), (2, 0.07878702)],
 [(0, 0.116325855), (1, 0.77255005), (2, 0.11112412)],
 [(0, 0.11632433), (1, 0.77255154), (2, 0.11112412)],
 [(0, 0.116324835), (1, 0.77255106), (2, 0.11112412)],
 [(0, 0.83293015), (1, 0.08354052), (2, 0.08352931)],
 [(0, 0.116330326), (1, 0.7725456), (2, 0.11112412)],
 [(0, 0.66587085), (1, 0.16707543), (2, 0.16705373)],
 [(0, 0.06675834), (1, 0.8664796), (2, 0.06676212)],
 [(0, 0.11632375), (1, 0.77255213), (2, 0.11112413)],
 [(0, 0.77657956), (1, 0.111726604), (2, 0.11169387)],
 [(0, 0.11633087), (1, 0.77254504), (2, 0.11112412)],
 [(0, 0.116330445), (1, 0.7725454), (2, 0.11112412)],
 [(0, 0.16793726), (1, 0.66415185), (2, 0.1679109)],
 [(0, 0.11632997), (1, 0.7725459), (2, 0.11112412)],
 [(0, 0.77775735), (1, 0.11112157), (2, 0.11112114)],
 [(0, 0.11632819), (1, 0.7725477), (2, 0.11112412)],
 [(0, 0.33333334), (1, 0.33333334), (2, 0.33333334)],
 [(0, 0.16696437), (1, 0.16697456), (2, 0.6660611)],
 [(0, 0.07284203), (1, 0.06808371), (2, 0.8590743)],
 [(0, 0.083541594), (1, 0.08531005), (2, 0.8311483)],
 [(0, 0.11633552), (1, 0.77254033), (2, 0.111124106)],
 [(0, 0.11633108), (1, 0.7725448), (2, 0.11112412)],
 [(0, 0.11632777), (1, 0.77254814), (2, 0.11112412)],
 [(0, 0.1163915), (1, 0.77248436), (2, 0.11112413)],
 [(0, 0.11632464), (1, 0.77255124), (2, 0.111124106)],
 [(0, 0.11632839), (1, 0.7725475), (2, 0.11112412)],
 [(0, 0.116329186), (1, 0.7725467), (2, 0.11112412)],
 [(0, 0.116381854), (1, 0.772494), (2, 0.11112413)],
 [(0, 0.11632446), (1, 0.7725515), (2, 0.11112412)],
 [(0, 0.11633276), (1, 0.77254313), (2, 0.11112412)],
 [(0, 0.11632676), (1, 0.77254915), (2, 0.11112412)],
 [(0, 0.11168759), (1, 0.7767875), (2, 0.11152493)],
 [(0, 0.18806417), (1, 0.64524955), (2, 0.1666863)],
 [(0, 0.35609344), (1, 0.58775157), (2, 0.056155007)],
 [(0, 0.16670005), (1, 0.666599), (2, 0.16670097)],
 [(0, 0.44588995), (1, 0.44263136), (2, 0.11147868)],
 [(0, 0.08533852), (1, 0.8163511), (2, 0.098310366)],
 [(0, 0.06957463), (1, 0.067111984), (2, 0.8633134)],
 [(0, 0.066931345), (1, 0.86614245), (2, 0.066926196)],
 [(0, 0.6483293), (1, 0.1679884), (2, 0.1836823)],
 [(0, 0.77775735), (1, 0.11112157), (2, 0.11112114)],
 [(0, 0.11206031), (1, 0.11158789), (2, 0.7763518)],
 [(0, 0.111131124), (1, 0.11481619), (2, 0.7740527)],
 [(0, 0.41751847), (1, 0.45290735), (2, 0.12957418)],
 [(0, 0.77775735), (1, 0.11112157), (2, 0.11112114)],
 [(0, 0.33333334), (1, 0.33333334), (2, 0.33333334)],
 [(0, 0.33333334), (1, 0.33333334), (2, 0.33333334)],
 [(0, 0.11632502), (1, 0.7725509), (2, 0.11112412)],
 [(0, 0.11632193), (1, 0.7725539), (2, 0.11112412)],
 [(0, 0.11632884), (1, 0.772547), (2, 0.111124106)],
 [(0, 0.11632925), (1, 0.7725466), (2, 0.11112412)],
 [(0, 0.05577165), (1, 0.6426764), (2, 0.30155194)],
 [(0, 0.0871826), (1, 0.32661465), (2, 0.5862028)],
 [(0, 0.116325974), (1, 0.7725499), (2, 0.11112412)],
 [(0, 0.77775735), (1, 0.11112157), (2, 0.11112114)],
 [(0, 0.777499), (1, 0.11126083), (2, 0.111240156)],
 [(0, 0.11633104), (1, 0.77254486), (2, 0.11112412)],
 [(0, 0.11112774), (1, 0.7777464), (2, 0.111125916)],
 [(0, 0.7671856), (1, 0.11172039), (2, 0.12109396)],
 [(0, 0.05561116), (1, 0.056379247), (2, 0.8880096)],
 [(0, 0.77775735), (1, 0.11112157), (2, 0.11112114)],
 [(0, 0.71920985), (1, 0.055736933), (2, 0.22505325)],
 [(0, 0.07291571), (1, 0.06693358), (2, 0.8601507)],
 [(0, 0.6654336), (1, 0.16730027), (2, 0.16726616)],
 [(0, 0.33333334), (1, 0.33333334), (2, 0.33333334)],
 [(0, 0.77775735), (1, 0.11112157), (2, 0.11112114)],
 [(0, 0.16801049), (1, 0.16805814), (2, 0.66393137)],
 [(0, 0.11113113), (1, 0.11482116), (2, 0.7740477)],
 [(0, 0.664016), (1, 0.1680291), (2, 0.1679549)],
 [(0, 0.06673937), (1, 0.0677707), (2, 0.86548996)],
 [(0, 0.71130043), (1, 0.06685096), (2, 0.22184858)],
 [(0, 0.057112634), (1, 0.53552777), (2, 0.40735963)],
 [(0, 0.11113294), (1, 0.11965551), (2, 0.76921153)],
 [(0, 0.11295393), (1, 0.7757299), (2, 0.11131618)],
 [(0, 0.08334659), (1, 0.83330756), (2, 0.083345845)],
 [(0, 0.06669972), (1, 0.8666015), (2, 0.066698775)],
 [(0, 0.11131242), (1, 0.1113191), (2, 0.7773685)],
 [(0, 0.11634252), (1, 0.77253336), (2, 0.11112412)],
 [(0, 0.11632613), (1, 0.7725497), (2, 0.11112412)],
 [(0, 0.11632367), (1, 0.7725522), (2, 0.111124106)],
 [(0, 0.82525146), (1, 0.08372579), (2, 0.09102279)],
 [(0, 0.46681818), (1, 0.46650022), (2, 0.06668156)],
 [(0, 0.067984246), (1, 0.86504346), (2, 0.066972256)],
 [(0, 0.83107394), (1, 0.083536185), (2, 0.08538992)],
 [(0, 0.11523649), (1, 0.77358145), (2, 0.11118206)],
 [(0, 0.82524145), (1, 0.0837258), (2, 0.09103272)],
 [(0, 0.8307824), (1, 0.083673805), (2, 0.08554382)],
 [(0, 0.8307793), (1, 0.08367381), (2, 0.08554685)],
 [(0, 0.11123014), (1, 0.11118394), (2, 0.7775859)],
 [(0, 0.1669002), (1, 0.1669082), (2, 0.66619164)],
 [(0, 0.1152134), (1, 0.7736046), (2, 0.111182034)],
 [(0, 0.11143011), (1, 0.11144907), (2, 0.7771208)],
 [(0, 0.14539619), (1, 0.1119343), (2, 0.7426695)],
 [(0, 0.58521885), (1, 0.3478941), (2, 0.06688705)],
 [(0, 0.7528243), (1, 0.1360416), (2, 0.11113414)],
 [(0, 0.09477738), (1, 0.08375356), (2, 0.82146907)],
 [(0, 0.33333334), (1, 0.33333334), (2, 0.33333334)],
 [(0, 0.77775735), (1, 0.11112157), (2, 0.11112114)],
 [(0, 0.8185957), (1, 0.09672944), (2, 0.08467489)],
 [(0, 0.034843504), (1, 0.9292077), (2, 0.035948835)],
 [(0, 0.77775735), (1, 0.11112157), (2, 0.11112114)],
 [(0, 0.11143007), (1, 0.11144943), (2, 0.77712053)],
 [(0, 0.11632527), (1, 0.7725506), (2, 0.111124106)],
 [(0, 0.77775735), (1, 0.11112157), (2, 0.11112114)],
 [(0, 0.16694553), (1, 0.6661145), (2, 0.16693994)],
 [(0, 0.46681824), (1, 0.46650022), (2, 0.066681564)],
 [(0, 0.77775735), (1, 0.11112157), (2, 0.11112114)],
 [(0, 0.16793695), (1, 0.6641525), (2, 0.1679106)],
 [(0, 0.06917653), (1, 0.27061647), (2, 0.660207)],
 [(0, 0.75287217), (1, 0.1359937), (2, 0.111134134)],
 [(0, 0.08353004), (1, 0.83294475), (2, 0.08352524)],
 [(0, 0.75284845), (1, 0.13601741), (2, 0.111134134)],
 [(0, 0.16690029), (1, 0.16690823), (2, 0.66619146)],
 [(0, 0.7528679), (1, 0.13599804), (2, 0.111134134)],
 [(0, 0.111230135), (1, 0.11118394), (2, 0.7775859)],
 [(0, 0.8325003), (1, 0.08376137), (2, 0.08373837)],
 [(0, 0.75291705), (1, 0.1359488), (2, 0.111134134)],
 [(0, 0.7528198), (1, 0.13604611), (2, 0.11113414)],
 [(0, 0.75284666), (1, 0.13601923), (2, 0.111134134)],
 [(0, 0.75268763), (1, 0.13617827), (2, 0.11113414)],
 [(0, 0.75287503), (1, 0.1359909), (2, 0.111134134)],
 [(0, 0.75289863), (1, 0.13596727), (2, 0.111134134)],
 [(0, 0.7528232), (1, 0.1360427), (2, 0.11113414)],
 [(0, 0.834342), (1, 0.09883676), (2, 0.0668212)],
 [(0, 0.11194146), (1, 0.11197027), (2, 0.77608824)],
 [(0, 0.08365148), (1, 0.08339295), (2, 0.8329556)],
 [(0, 0.776853), (1, 0.11159272), (2, 0.111554295)],
 [(0, 0.7774816), (1, 0.111274876), (2, 0.111243464)],
 [(0, 0.11704673), (1, 0.775786), (2, 0.10716733)],
 [(0, 0.8647431), (1, 0.067083), (2, 0.06817383)],
 [(0, 0.16793709), (1, 0.6641521), (2, 0.1679108)],
 [(0, 0.1672531), (1, 0.66550606), (2, 0.16724089)],
 [(0, 0.048010953), (1, 0.89941967), (2, 0.052569423)],
 [(0, 0.038032092), (1, 0.92482895), (2, 0.037138972)],
 [(0, 0.18829562), (1, 0.6152884), (2, 0.19641595)],
 [(0, 0.08362104), (1, 0.083387874), (2, 0.8329911)],
 [(0, 0.111245245), (1, 0.111201435), (2, 0.7775533)],
 [(0, 0.17432941), (1, 0.65882605), (2, 0.1668445)],
 [(0, 0.09541241), (1, 0.08375576), (2, 0.82083184)],
 [(0, 0.11123356), (1, 0.7761799), (2, 0.11258653)],
 [(0, 0.074162714), (1, 0.070443615), (2, 0.8553937)],
 [(0, 0.06673937), (1, 0.067768626), (2, 0.865492)],
 [(0, 0.11113113), (1, 0.11482864), (2, 0.7740402)],
 [(0, 0.11632783), (1, 0.7725481), (2, 0.111124106)],
 [(0, 0.33333334), (1, 0.33333334), (2, 0.33333334)],
 [(0, 0.06689622), (1, 0.865827), (2, 0.067276806)],
 [(0, 0.111719795), (1, 0.11619521), (2, 0.77208495)],
 [(0, 0.088435695), (1, 0.08457938), (2, 0.82698494)],
 [(0, 0.86266106), (1, 0.068113185), (2, 0.06922579)],
 [(0, 0.18218793), (1, 0.6509471), (2, 0.16686498)],
 [(0, 0.66401577), (1, 0.16802926), (2, 0.167955)],
 [(0, 0.6654449), (1, 0.16729432), (2, 0.16726081)],
 [(0, 0.16801046), (1, 0.16805811), (2, 0.6639315)],
 [(0, 0.16793697), (1, 0.66415244), (2, 0.16791064)],
 [(0, 0.08372228), (1, 0.0858036), (2, 0.83047414)],
 [(0, 0.33333334), (1, 0.33333334), (2, 0.33333334)],
 [(0, 0.12281248), (1, 0.11219156), (2, 0.764996)],
 [(0, 0.66630083), (1, 0.16687514), (2, 0.16682401)],
 [(0, 0.16793701), (1, 0.66415244), (2, 0.16791058)],
 [(0, 0.067099296), (1, 0.51033103), (2, 0.4225696)],
 [(0, 0.33333334), (1, 0.33333334), (2, 0.33333334)],
 [(0, 0.777014), (1, 0.11150303), (2, 0.11148295)],
 [(0, 0.1679369), (1, 0.6641527), (2, 0.16791046)],
 [(0, 0.06804662), (1, 0.8650215), (2, 0.06693182)],
 [(0, 0.6654465), (1, 0.16729347), (2, 0.16726002)],
 [(0, 0.083795264), (1, 0.08381333), (2, 0.83239144)],
 [(0, 0.7768703), (1, 0.11157387), (2, 0.11155582)],
 [(0, 0.8558509), (1, 0.067628786), (2, 0.07652036)],
 [(0, 0.7528608), (1, 0.1360051), (2, 0.111134134)],
 [(0, 0.11636907), (1, 0.7725068), (2, 0.11112413)],
 [(0, 0.11633543), (1, 0.77254045), (2, 0.111124106)],
 [(0, 0.6010694), (1, 0.3697808), (2, 0.02914981)],
 [(0, 0.11149941), (1, 0.11151284), (2, 0.77698773)],
 [(0, 0.83107585), (1, 0.08353618), (2, 0.085387945)],
 [(0, 0.08334659), (1, 0.83330756), (2, 0.083345845)],
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 [(0, 0.7772753), (1, 0.11136829), (2, 0.11135644)],
 [(0, 0.752903), (1, 0.13596286), (2, 0.11113412)],
 [(0, 0.041799802), (1, 0.04765711), (2, 0.9105431)],
 [(0, 0.66660506), (1, 0.16669908), (2, 0.1666959)],
 [(0, 0.75285316), (1, 0.13601269), (2, 0.11113412)],
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 [(0, 0.7528621), (1, 0.13600378), (2, 0.11113412)],
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 [(0, 0.16793709), (1, 0.66415215), (2, 0.16791077)],
 [(0, 0.11141247), (1, 0.77716017), (2, 0.11142739)],
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 [(0, 0.77202487), (1, 0.11194589), (2, 0.11602929)],
 [(0, 0.14565115), (1, 0.11193418), (2, 0.74241465)],
 [(0, 0.75289446), (1, 0.13597141), (2, 0.111134134)],
 [(0, 0.75283283), (1, 0.13603304), (2, 0.111134134)],
 [(0, 0.4151434), (1, 0.46227518), (2, 0.12258142)],
 [(0, 0.75288486), (1, 0.135981), (2, 0.11113412)],
 [(0, 0.77775735), (1, 0.11112157), (2, 0.11112114)],
 [(0, 0.11113113), (1, 0.11483463), (2, 0.77403426)],
 [(0, 0.7528491), (1, 0.13601674), (2, 0.11113412)],
 [(0, 0.11121962), (1, 0.2947593), (2, 0.5940211)],
 [(0, 0.83307916), (1, 0.08346297), (2, 0.08345786)],
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 [(0, 0.09456875), (1, 0.08552661), (2, 0.8199047)],
 [(0, 0.7740109), (1, 0.11264521), (2, 0.11334389)],
 [(0, 0.8821292), (1, 0.061324406), (2, 0.056546364)],
 [(0, 0.16725802), (1, 0.66549593), (2, 0.16724604)],
 [(0, 0.032298196), (1, 0.030382102), (2, 0.9373197)],
 [(0, 0.16670687), (1, 0.66658574), (2, 0.16670738)],
 [(0, 0.111327566), (1, 0.11133706), (2, 0.7773354)],
 [(0, 0.066691644), (1, 0.06669225), (2, 0.8666161)],
 [(0, 0.76828104), (1, 0.11608868), (2, 0.11563025)],
 [(0, 0.8329153), (1, 0.10014582), (2, 0.066938914)],
 [(0, 0.47526374), (1, 0.41317865), (2, 0.111557566)],
 [(0, 0.08345225), (1, 0.08344667), (2, 0.8331011)],
 [(0, 0.33157054), (1, 0.08675361), (2, 0.5816758)],
 [(0, 0.16793676), (1, 0.6641528), (2, 0.16791044)],
 [(0, 0.06669165), (1, 0.06669225), (2, 0.8666161)],
 [(0, 0.11132754), (1, 0.11133685), (2, 0.77733564)],
 [(0, 0.7740121), (1, 0.11264502), (2, 0.11334292)],
 [(0, 0.85984415), (1, 0.0721085), (2, 0.06804734)],
 [(0, 0.05598317), (1, 0.059321146), (2, 0.8846957)],
 [(0, 0.03087601), (1, 0.030915124), (2, 0.9382088)],
 [(0, 0.16725728), (1, 0.6654976), (2, 0.1672451)],
 [(0, 0.050332993), (1, 0.047844995), (2, 0.90182203)],
 [(0, 0.08356256), (1, 0.083577424), (2, 0.83286005)],
 [(0, 0.666605), (1, 0.16669908), (2, 0.1666959)],
 [(0, 0.10744683), (1, 0.34470066), (2, 0.5478525)],
 [(0, 0.772918), (1, 0.11152773), (2, 0.11555427)],
 [(0, 0.055624764), (1, 0.055627182), (2, 0.88874805)],
 [(0, 0.055569813), (1, 0.055570364), (2, 0.8888598)],
 [(0, 0.16672087), (1, 0.16670743), (2, 0.66657174)],
 [(0, 0.7522991), (1, 0.1244021), (2, 0.123298794)],
 [(0, 0.06882171), (1, 0.69988954), (2, 0.23128872)],
 [(0, 0.11164906), (1, 0.11166766), (2, 0.7766833)],
 [(0, 0.7682988), (1, 0.11607752), (2, 0.115623675)],
 [(0, 0.047766373), (1, 0.47832114), (2, 0.47391248)],
 [(0, 0.4752941), (1, 0.41314676), (2, 0.111559115)],
 [(0, 0.08804383), (1, 0.82831836), (2, 0.08363784)],
 [(0, 0.7505931), (1, 0.1378748), (2, 0.1115321)],
 [(0, 0.11157307), (1, 0.11615363), (2, 0.7722733)],
 [(0, 0.38314906), (1, 0.5491933), (2, 0.067657635)],
 [(0, 0.111257695), (1, 0.111255795), (2, 0.77748656)],
 [(0, 0.111309536), (1, 0.11131627), (2, 0.7773742)],
 [(0, 0.111509025), (1, 0.77699023), (2, 0.11150077)],
 [(0, 0.68759245), (1, 0.055887878), (2, 0.25651973)],
 [(0, 0.06670402), (1, 0.06670271), (2, 0.86659324)],
 [(0, 0.08345239), (1, 0.08344685), (2, 0.83310074)],
 [(0, 0.16670687), (1, 0.66658574), (2, 0.16670738)],
 [(0, 0.9037095), (1, 0.047896974), (2, 0.048393574)],
 [(0, 0.11153483), (1, 0.11536208), (2, 0.77310306)],
 [(0, 0.75230646), (1, 0.13647957), (2, 0.11121393)],
 [(0, 0.08341241), (1, 0.8204647), (2, 0.09612296)],
 [(0, 0.033605687), (1, 0.9326123), (2, 0.033781968)],
 [(0, 0.83307916), (1, 0.083463), (2, 0.08345786)],
 [(0, 0.04379864), (1, 0.18732907), (2, 0.7688723)],
 [(0, 0.77687913), (1, 0.11157294), (2, 0.11154789)],
 [(0, 0.028316021), (1, 0.027842276), (2, 0.9438417)],
 [(0, 0.08452493), (1, 0.8317574), (2, 0.083717614)],
 [(0, 0.04889319), (1, 0.048941694), (2, 0.9021651)],
 [(0, 0.035082433), (1, 0.9307989), (2, 0.03411867)],
 [(0, 0.037714023), (1, 0.03706831), (2, 0.9252176)],
 [(0, 0.6654326), (1, 0.1673001), (2, 0.16726734)],
 [(0, 0.041695546), (1, 0.041696236), (2, 0.91660815)],
 [(0, 0.035240073), (1, 0.0334496), (2, 0.93131036)],
 [(0, 0.0833466), (1, 0.83330756), (2, 0.08334585)],
 [(0, 0.7726352), (1, 0.19904652), (2, 0.0283183)],
 [(0, 0.057853576), (1, 0.88514954), (2, 0.056996908)],
 [(0, 0.7761401), (1, 0.11195251), (2, 0.1119074)],
 [(0, 0.82540226), (1, 0.08346666), (2, 0.091131054)],
 [(0, 0.04779735), (1, 0.047807284), (2, 0.9043954)],
 [(0, 0.11133465), (1, 0.7216808), (2, 0.16698454)],
 [(0, 0.11125773), (1, 0.11125583), (2, 0.77748644)],
 [(0, 0.18018378), (1, 0.78151774), (2, 0.038298454)],
 [(0, 0.08334972), (1, 0.08335054), (2, 0.83329976)],
 [(0, 0.7523671), (1, 0.13641895), (2, 0.111213915)],
 [(0, 0.0833466), (1, 0.83330756), (2, 0.08334585)],
 [(0, 0.03771405), (1, 0.03706831), (2, 0.9252176)],
 [(0, 0.11134895), (1, 0.111337155), (2, 0.77731395)],
 [(0, 0.6654359), (1, 0.16729863), (2, 0.1672655)],
 [(0, 0.03360565), (1, 0.93261254), (2, 0.033781815)],
 [(0, 0.16728312), (1, 0.16730437), (2, 0.66541255)],
 [(0, 0.11113291), (1, 0.11113402), (2, 0.7777331)],
 [(0, 0.045444965), (1, 0.05486988), (2, 0.8996852)],
 [(0, 0.83248544), (1, 0.083768815), (2, 0.083745785)],
 [(0, 0.11115569), (1, 0.72431105), (2, 0.16453323)],
 [(0, 0.6739014), (1, 0.25907037), (2, 0.06702824)],
 [(0, 0.8254177), (1, 0.08346665), (2, 0.09111562)],
 [(0, 0.752221), (1, 0.13656507), (2, 0.11121395)],
 [(0, 0.11133463), (1, 0.7216918), (2, 0.16697358)],
 [(0, 0.66587096), (1, 0.1670753), (2, 0.16705376)]]
=
Code Text
<= div class=3D"cell-execution-container">
=
=
=
=
scores =3D list(chain(*[[score for topic_id,score = in topic] = ;\
       &n= bsp;            = ;  for&n= bsp;topic in&n= bsp;[doc for&= nbsp;doc in&nb= sp;lda_corpus_Nut]]))
 
thres= hold =3D sum(scores)/len(s= cores)
print(thres= hold)
cluster1_Nut =3D [j for i,j in zip(lda_corpus_Nut,only_Nutral.inde= x) if i[= 0][1] > threshold]
cluster2_Nut =3D [j for i,j in zip(lda_corpus_Nut,only_Nutral.index) <= /span>if i[1][1] > threshold]=
cluster3_Nut =3D [j for i,j in zip(lda_corpus_Nut,only_Nutral.index) if i[2][1] > threshold]
 
print(len(cluster1_Nut))
print(len(cluster2_Nut))
print(l= en(cluster3_Nut))
Enter = to Rename, Shift+Enter to Preview
<= /div>

=
<= /div>
<= /div>
zip(*args, **kwargs)
<= div>

zip(*iterables) --> zip object

Return a zip object whose ._= _next__() method returns a tuple where the i-th element comes from the i-th iterable argument. The .__next__() method continues until the shortest iterable in the argument sequence is exhausted and then it raises StopIteration.

<= div role=3D"presentation" aria-hidden=3D"true" class=3D"invisible scrollbar= horizontal" style=3D"position: absolute; width: 444px; height: 10px; left:= 0px; bottom: 0px;">
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0.=
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Code Text
<= div class=3D"cell-execution-container">
=
=
configure_plotly_browser_state= ()
only_pos['Brand= '].value_counts().iplot(kind=3D'bar',xTitle=3D'Brand',yTitle=3D'count',title=3D'COUNT OF Positive Reviews')
 
=
Enter to Rename, Shift+Enter to Preview
<= /span>
=

<= div class=3D"output-iframe-sizer">
<= div class=3D"cell-execution-container">
=
=
configure_plotly_browser_state= ()
only_Nutral['Br= and'].value_counts().iplot(kind=3D'bar',xTitle=3D'Brand',yTitle=3D'count',title=3D'COUNT OF Nutral Reviews ')
 
Enter to Rename, Shift+Enter to Preview
=
<= /div>

=
<= div class=3D"output-iframe-sizer">
<= div class=3D"cell-execution-container">
=
=
 
configure_= plotly_browser_state()
only_Neg['Brand'].value_counts().iplot(kin= d=3D'bar',xTitle= =3D'Brand',yTitle= =3D'count',title= =3D'COUNT OF Negative Reviews'<= /span>)
=
Enter to Rename, Shift+Enter to Preview
<= span>

<= /div>
<= div class=3D"output-iframe-sizer">
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<= div class=3D"cell-execution-container">
=
! pip install wordcloud
Enter to Rename, Shift+Enter to Preview

=
<= div class=3D"output-iframe-sizer">
Re=
quirement already satisfied: wordcloud in /usr/local/lib/python3.7/dist-pac=
kages (1.5.0)
Requirement already satisfied: numpy>=3D1.6.1 in /usr/local/lib/python3.=
7/dist-packages (from wordcloud) (1.19.5)
Requirement already satisfied: pillow in /usr/local/lib/python3.7/dist-pack=
ages (from wordcloud) (7.1.2)
Code Text
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[86]
=
from wordcloud import WordCloud
Enter to Rename, Shift+Enter to Preview
=

=
Code Text
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[87]
=
=
import stat= smodels.formula.api as sm
t1=3Dproduct_data[product_da= ta.Polarity>0]<= /span>
t2=3Dproduct_data[product_data.Polarity=3D=3D0]
t3=3Dproduct_data[product_data.Polarity<0]
reviews_= sample =3D pd.concat([t1,t2,t3],axis=3D0)
reviews_sampl= e.reset_index(drop=3DTrue,inplace=3DTrue)
<= div class=3D"cursor " style=3D"height: 19px; top: 0px; left: 0px; font-fami= ly: monospace; font-weight: normal; font-size: 14px; font-feature-settings:= "liga" 0, "calt" 0; line-height: 19px; letter-spacing:= 0px; display: block; visibility: hidden; width: 2px;">
=
Enter to Rename, Shift+Enter to Preview

=
<= div class=3D"cell-execution-container">
=
=
<= span class=3D"mtk8">#Wordcloud function's input needs t= o be a single string o= f text.
# concatenating all&nbs= p;Summaries into a single string.
# similarly you can = build for Text column
reviews_st= r =3D reviews_sample.CleanedText.str= .cat()
wordcloud&nb= sp;=3D WordCloud(background_color=3D'whit= e').generate(reviews_str)
plt.figure(figsize=3D(10,10))=
plt.imshow(wordcloud,interpolation=3D<= span class=3D"mtk26">'bilinear')<= /div>
plt.axis("off")
plt.show()

<= /div>
<= div class=3D"output-iframe-sizer">
Code Text
<= div class=3D"cell-execution-container">
=
=
=
# Now let's split the data into Negat= ive (Score is 1 or 2)&= nbsp;and Positive (4 or #5) Reviews.=
negative_reviews =3D reviews_sample[reviews_sample= ['Rating'].isin([<= /span>1,2]) ]
positive_reviews =3D reviews_sample[reviews_sample['Rating'].isin([3,4,5]) ]
# Transform t= o single string
negative_reviews_str&= nbsp;=3D negative_reviews.CleanedText.str.cat()
positive_reviews_str =3D positive_reviews.Cleaned= Text.str.cat()
wordcloud_negative&nb= sp;=3D WordCloud(background_color=3D'gray= ').generate(negative_reviews_str)=
wordcloud_positive =3D WordCloud(background_color= =3D'black').genera= te(positive_reviews_str)
# Plot
<= span class=3D"mtk1">fig =3D plt.figure(figsize=3D(10,1= 0))
ax1 =3D&n= bsp;fig.add_subplot(211)
ax1.imshow(wordcloud_negative,interpola= tion=3D'bilinear')=
ax1.axis("off")
ax1.set_title('Reviews with Negative Rating',fontsize=3D20)
 
fig&= nbsp;=3D plt.figure(figsize=3D(10<= span class=3D"mtk1">,10))
ax2 =3D fig.add_subplot(212)
ax2.imshow(wordcloud_positive,interpolation=3D'bilinear')
ax2.axis("off")
ax2.set_title('Reviews with Positive Rating',= fontsize=3D20)
<= span>plt.show()
=
Enter to Rename, S= hift+Enter to Preview
=

DataFrame: reviews_sample

DataFrame with shape= (3476, 8)

<= /div>
<= div class=3D"output-info">
<= div class=3D"output-iframe-sizer">
Code Text
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[90]
=
product_data.reset_index= (inplace=3DTrue)
<= textarea data-mprt=3D"6" class=3D"inputarea" wrap=3D"off" autocorrect=3D"of= f" autocapitalize=3D"off" autocomplete=3D"off" spellcheck=3D"false" aria-la= bel=3D"Editor content;Press Alt+F1 for Accessibility Options." role=3D"text= box" aria-multiline=3D"true" aria-haspopup=3D"false" aria-autocomplete=3D"b= oth" style=3D"font-family: monospace; font-weight: normal; font-size: 14px;= font-feature-settings: "liga" 0, "calt" 0; line-height= : 19px; letter-spacing: 0px; top: 0px; left: 6px; width: 1px; height: 1px;"= >
Enter to Ren= ame, Shift+Enter to Preview

<= div class=3D"slider" style=3D"position: absolute; top: 0px; left: 0px; heig= ht: 10px; transform: translate3d(0px, 0px, 0px); contain: strict;">
<= /div>
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[91]
=
=
=
from nltk.corpus&nb= sp;import sto= pwords
from n= ltk.stem.porter import PorterStemmer
ps =3D = PorterStemmer()
corpus =3D []<= /span>
= for i in range(0= , len<= span class=3D"mtk1">(product_data)):
 &nbs= p;  review =3D re.sub('[^a= -zA-Z]', '&nb= sp;', product_data['CleanedText'][i])
    review =3D review.lower()
=     review =3D review.sp= lit()
    
    review =3D [ps.stem(word)&n= bsp;for word&= nbsp;in review=  if not word in stopwords.words= ('english')]
    review =3D ' '.join(review)
=     corpus.append(review)
<= div role=3D"presentation" aria-hidden=3D"true" style=3D"width: 1242px;">
<= /div>
Enter to Rename, Shift+Enter to Preview
<= /div>
=

=
Code Text
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[92]
=
 
<= div style=3D"top:19px;height:19px;" class=3D"view-line">## Applying Countvectorizer
# Creating the Bag of Words model
from sklearn.feature_ex= traction.text import CountVectorizer
cv =3D C= ountVectorizer(max_features=3D5000,ngram_range=3D(1,3)= )
X =3D cv.fit_transform(corpus).toar= ray()
=
Enter to Rename, Shift+Enter to = Preview

Code Text
<= div class=3D"cell-execution-container">
=
 
X.shape
<= textarea data-mprt=3D"6" class=3D"inputarea" wrap=3D"off" autocorrect=3D"of= f" autocapitalize=3D"off" autocomplete=3D"off" spellcheck=3D"false" aria-la= bel=3D"Editor content;Press Alt+F1 for Accessibility Options." role=3D"text= box" aria-multiline=3D"true" aria-haspopup=3D"false" aria-autocomplete=3D"b= oth" style=3D"font-family: monospace; font-weight: normal; font-size: 14px;= font-feature-settings: "liga" 0, "calt" 0; line-height= : 19px; letter-spacing: 0px; top: 0px; left: 6px; width: 1px; height: 1px;"= >
Enter to Ren= ame, Shift+Enter to Preview

<= div class=3D"slider" style=3D"position: absolute; top: 0px; left: 0px; heig= ht: 10px; transform: translate3d(0px, 0px, 0px); contain: strict;">
<= /div>
<= div class=3D"output-iframe-sizer">
(34=
76, 5000)
=
Code Text
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
=
<= /div>
y=3Dproduc= t_data['pol_num']<= /span>
Enter to Rename, Shift+Enter to Preview
=

<= /div>

S= eries: y

Series with shape (3476,)

<= div class=3D"output-iframe-sizer" style=3D"min-height: 0px;">
<= /div>
Code Text
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[95]
=
=
 
## Di= vide the dataset into Train and Test
<= span class=3D"mtk18">from sklearn.model_se= lection import train_test_split
X_train, X_test,&n= bsp;y_train, y_test =3D train_test_split(X, y, test_size=3D0.33, random_state=3D0= )

Code Text
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[96]
=
from sklearn.naive_bayes import MultinomialNB
class= ifier=3DMultinomialNB()
=
<= /div>
Enter to Rename, Shift+Enter to Previe= w

<= /div>
<= div class=3D"output">
Code Text
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[97]
=
=
from=  sklearn import metrics
import numpy as np
import itertools
=
Enter to Rename, Shift+Enter to Pr= eview

Code Text
<= div class=3D"cell-execution-container">
=
=
classifier.fit(X_train, y_train)<= /span>
= pred_NB =3D classifier.predict(X_test)
from sklearn.metri= cs import&nbs= p;accuracy_score, precision_score, recall_score
print(= 'Accuracy score of NB: ',&n= bsp;accuracy_score(y_test, pred_NB)*100)
cm =3D me= trics.confusion_matrix(y_test, pred_NB)
c= m
=
<= /div>
Enter to Rename, Shift+Enter to Preview

=

n= darray: pred_NB

ndarray with shape (11= 48,)

=
<= div class=3D"output-icon clear_outputs_enabled output-icon-selected" title= =3D"Clear output executed by B.R Nivedha 11:36 AM (10 minutes ago) executed in 185.994s">
<= div class=3D"output-iframe-sizer">
Ac=
curacy score of NB:  82.8397212543554

array([[ 48,  15,  52],
       [ 11, 144,  77],
       [ 20,  22, 759]])
Code Text
<= div class=3D"cell-execution-container">
=
print("Classification Report\n",classification_report(y_test, pred_NB))=
=
=
Enter to Rename, Shift+Enter to Preview
<= div class=3D"body" style=3D"overflow: hidden;">

=
<= colab-form class=3D"formview vertical layout flex">
<= div class=3D"output-iframe-sizer">
Cl=
assification Report
               precision    recall  f1-score   support

          -1       0.61      0.42      0.49       115
           0       0.80      0.62      0.70       232
           1       0.85      0.95      0.90       801

    accuracy                           0.83      1148
   macro avg       0.75      0.66      0.70      1148
weighted avg       0.82      0.83      0.82      1148
Code Text

SVM

=E2=86=B3 0 cells hidden
Code Text
<= div class=3D"cell-execution-container">
=
=
<= /div>
Enter to Rename, Shift+Enter to Preview
=
=

=
<= div class=3D"output-iframe-sizer">
SVC=
(kernel=3D'linear')
<= div class=3D"add-cell">
<= div class=3D"cell-execution-container">
=
y_predsvm=3D clf.predict(= X_test)
print(y_pr= edsvm)
<= /div>
En= ter to Rename, Shift+Enter to Preview

<= div class=3D"output-iframe-sizer">
['=
1' '1' '1' ... '-1' '0' '1']
Code Text
<= div class=3D"cell-execution-container">
=
=
print('Accuracy score of NB: '= , accuracy_score(y_test, y_predsvm)*<= /span>100)<= /div>
con_M =3D metrics.confusion_matrix(y_test, y_p= redsvm)
cm

de= f confusion_matrix(y_true, y_pred, *, labels=3D= None, sample_weight= =3DNone, normalize= =3DNone)

Com= pute confusion matrix to evaluate the accuracy of a classification.

B= y definition a confusion matrix C is such that C_{i, j}<= /code> is equal to the number of observations known to be in group i = and predicted to be in group j.

Thus in binary classificatio= n, the count of true negatives is C_{0,0}, false negatives is C_{1,0}, true positiv= es is C_{1,1} and false positives is C_{0,1}.

Rea= d more in the User Guide <confusion_matrix>.

Para= meters

y_true : array-like of shape (n_samples,)
    Gro= und truth (correct) target values.

y_pred : array-like of shape (n_sa= mples,)
    Estimated targets as returned by a class= ifier.

labels : array-like of shape (n_classes), default=3DNone
&n= bsp;   List of labels to index the matrix. This may be used = to reorder or select a subset of labels. If None is given, those that appear at least once in y_true or y_pred are used in sorted order.

=

sample_weight : array-like of shape (n_samples,), default=3DNone
&nbs= p;   Sample weights.

normalize : {'true', 'pred', 'all= '}, default=3DNone
    Normalizes confusion matrix o= ver the true (rows), predicted (columns) conditions or all the population. If None, confusion matrix will not be normalized.

Returns

C : ndarray of shape (n_classes, n_classes)
    C= onfusion matrix whose i-th row and j-th column entry indicates the number of samples with true label being i-th class and predicted label being j-th class.

See Also

ConfusionMatrixDisplay.from_estimator : Plot the confusion matrix
&nb= sp;   given an estimator, the data, and the label.
Confus= ionMatrixDisplay.from_predictions : Plot the confusion matrix
 &nbs= p;  given the true and predicted labels.
ConfusionMatrixDispla= y : Confusion Matrix visualization.

References

Examples

>>> from sklearn.metrics import confusion_matrix
>>&= gt; y_true =3D [2,= 0, 2, = 2, 0, 1]=
>>> y_pred =3D [0, 0, 2, 2, 0, 2]
&g= t;>> confusion_matrix(y_true, y_pred)
= array([[2, = 0, 0],
= [0, 0, 1],
[1, 0, 2]])
>>= ;> y_true =3D ["cat", "ant", "cat", "cat", "ant", "bird"]
>>> y_p= red =3D ["ant", "ant", "cat", "cat", "ant"<= /span>, "cat"]
>>> confusion_mat= rix(y_true, y_pred, labels=3D["ant", "bird", "cat"])
array([[2= , 0, 0],=
[0, 0, 1],
<= span class=3D"mtk1"> [1, 0, 2]])

In the binary case, we can extract true positives, etc as foll= ows:

>>> tn, fp, fn, tp =3D confusion_matrix([0, 1, 0, 1], [1, <= /span>1, 1, 0<= /span>]).ravel()
>&g= t;> (tn, fp, fn, tp)
(0, 2, 1, 1)
<= div class=3D"output-iframe-sizer">
Ac=
curacy score of NB:  88.41463414634147

array([[ 48,  15,  52],
       [ 11, 144,  77],
       [ 20,  22, 759]])
Code Text
<= div class=3D"cell-execution-container">
=
print("Classification Report\n",classification_report(y_test, y_predsvm))
=
=
Enter to Rename, Shift+Enter to Preview
<= div class=3D"body" style=3D"overflow: hidden;">

=
<= colab-form class=3D"formview vertical layout flex">
<= div class=3D"output-iframe-sizer">
Cl=
assification Report
               precision    recall  f1-score   support

          -1       0.76      0.59      0.66       115
           0       0.77      0.92      0.84       232
           1       0.94      0.92      0.93       801

    accuracy                           0.88      1148
   macro avg       0.82      0.81      0.81      1148
weighted avg       0.89      0.88      0.88      1148
<= div class=3D"cell-execution-container">
=
=
=
=
from numpy = import mean
<= span class=3D"mtk18">from numpy import std<= /span>
= from sklearn.dataset= s import = ;make_classification
from sklearn.model_selection impo= rt KFold
from=  sklearn.model_selection import cross_val_score
<= span># create dataset
X_train, y_train =3D make_classification(n_samples=3D= 1000, n_featu= res=3D20, n_i= nformative=3D15,&n= bsp;n_redundant=3D5, random_state=3D1)
# prepare the cross-val= idation procedure
cv =3D KFold(= n_splits=3D10,&nbs= p;random_state=3D1= , shuffle=3DTrue)
# evaluate model
scores =3D cross_val_score(clf, X_train, = y_train, scoring=3D'accuracy', cv=3Dcv, n_jobs=3D<= /span>-1)
# report performance
print('Accuracy:&= nbsp;%.3f (%.3f)' % (mean(scores= ), std(scores)))
=
<= /div>
<= div data-mprt=3D"2" class=3D"overflowingContentWidgets" style=3D"display: n= one;">
Enter to Rename, Shift+Enter= to Preview
<= div class=3D"monaco-list list_id_112" tabindex=3D"0" role=3D"tree">
=

=

Loading...

<= div class=3D"widget-area vertical layout">
<= div class=3D"output-iframe-sizer">
Ac=
curacy: 0.871 (0.028)
Code Text
<= div class=3D"cell-execution-container">
=
=
 
## Applying Co= untvectorizer
# Creating the Bag=  of Words model
from sklearn.feature_extraction.text import CountVectorizer
#Initialize the TF-IDF vectorizer
tfidf =3D TfidfVectorizer(sublinear_tf= =3DTrue, min_d= f=3D5,max_df = =3D 0.7,norm= =3D'l2', enco= ding=3D'latin-1',&= nbsp;ngram_range=3D(1, 2),
stop_words=3D'english= ')
X_tfidf = =3D tfidf.fit_transform(product_data['Cle= anedText'])
print= ("After vecto= rized text data\n\n",X_tfidf)<= /span>
<= /div>
=
Enter to Rename, Shift+Enter to Preview
=
<= /div>

<= div class=3D"slider" style=3D"position: absolute; top: 0px; left: 0px; widt= h: 10px; transform: translate3d(0px, 0px, 0px); contain: strict;">
<= /div>
<= div class=3D"output-iframe-sizer">
Af=
ter vectorized text data

   (0, 959)	0.3992582680539377
  (0, 96)	0.6328973847482471
  (0, 711)	0.6633503868766487
  (1, 15)	0.33792561564510165
  (1, 607)	0.6267964287933344
  (1, 443)	0.5399661008540784
  (1, 354)	0.31517986328260245
  (1, 12)	0.31942257098145815
  (2, 966)	0.45635831391888776
  (2, 234)	0.4992335192716345
  (2, 706)	0.38391360284568415
  (2, 233)	0.4265219065651894
  (2, 201)	0.365886164298398
  (2, 959)	0.28163754383571826
  (3, 208)	0.5558912263628185
  (3, 789)	0.5492193241858085
  (3, 633)	0.44209255133019554
  (3, 207)	0.44033765958873405
  (4, 278)	0.3557583248843143
  (4, 896)	0.23673739039110592
  (4, 779)	0.47236759361047825
  (4, 105)	0.5378638354962453
  (4, 507)	0.4279010394892852
  (4, 660)	0.1634608954545647
  (4, 277)	0.3084542256144514
  :	:
  (3471, 246)	0.3339717290384532
  (3471, 926)	0.3946858324801313
  (3471, 134)	0.4051115319251633
  (3471, 558)	0.37857466318078137
  (3472, 385)	0.6530510982784345
  (3472, 912)	0.5857886413403373
  (3472, 368)	0.2721917260279709
  (3472, 896)	0.3253180992693225
  (3472, 660)	0.2246235278943002
  (3473, 905)	0.634310296795949
  (3473, 251)	0.4048120472827668
  (3473, 246)	0.35988433942051484
  (3473, 381)	0.3512353341308968
  (3473, 368)	0.24119551994017374
  (3473, 896)	0.28827205457064503
  (3473, 660)	0.19904421560446114
  (3474, 454)	0.4889755670185152
  (3474, 453)	0.4283532637666809
  (3474, 278)	0.3725602196274737
  (3474, 660)	0.17118089121557256
  (3474, 277)	0.32302202366539523
  (3474, 15)	0.3322049689428088
  (3474, 354)	0.3098442729572738
  (3474, 12)	0.3140151570633548
  (3475, 504)	1.0
Code Text
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[106]
=
x_train,&nbs= p;x_test, Y_train,Y_test =3D train_test_split(X_tfidf, y, test_size=3D0.1, random_state=3D0)
Enter to Rename, Shi= ft+Enter to Preview

=
=
Code Text
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[107]
=
=
clf_t =3D LinearSVC()
&n= bsp;
#Fit train and test in= to the model
clf_t.fit(x_train, = Y_train)
 
#Predict the&= nbsp;result
y_pred =3D clf_t.predic= t(x_test)
<= /div>
Enter to Rename, Shift+Enter to Preview
<= div class=3D"tree" aria-hidden=3D"true" style=3D"display: none; background-= color: rgb(243, 243, 243); border-color: rgb(200, 200, 200);">
=
=

<= /div>
<= div class=3D"output">
Code Text
<= div class=3D"cell-execution-container">
=
print("Confusion Matrix\n",confusion_matrix(Y_test,y_pred))
Enter to Rename, Shift+Enter to Pr= eview

<= div class=3D"output-iframe-sizer">
Co=
nfusion Matrix
 [[ 21   6  10]
 [  0  62  10]
 [  5  12 222]]
Code Text
<= div class=3D"cell-execution-container">
=
print("Accuracy of SVC: "= ,accuracy_score(Y_test,y_pred)*100)
print("Classification&nbs= p;Report\n",classification_report(Y_test,y_pred= ))
<= div role=3D"presentation" aria-hidden=3D"true" style=3D"width: 1242px;">
<= /div>
=
Enter to Rename, Shift+Enter to Preview
=
<= div class=3D"slider" style=3D"position: absolute; top: 0px; left: 0px; heig= ht: 10px; transform: translate3d(0px, 0px, 0px); contain: strict;">

<= div class=3D"slider" style=3D"position: absolute; top: 0px; left: 0px; widt= h: 10px; transform: translate3d(0px, 0px, 0px); contain: strict;">

Series: Y_t= est

Series with shape (348,)

<= div role=3D"presentation" aria-hidden=3D"true" class=3D"invisible scrollbar= vertical" style=3D"position: absolute;">
<= div class=3D"output-iframe-sizer">
Ac=
curacy of SVC:  87.64367816091954
Classification Report
               precision    recall  f1-score   support

          -1       0.81      0.57      0.67        37
           0       0.78      0.86      0.82        72
           1       0.92      0.93      0.92       239

    accuracy                           0.88       348
   macro avg       0.83      0.79      0.80       348
weighted avg       0.88      0.88      0.87       348
Code Text
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[110]
=
=
from = ;sklearn.naive_bayes import GaussianNB
from sklearn.metrics im= port confusion_matrix
<= div style=3D"top:38px;height:19px;" class=3D"view-line">from sklearn.ensemble import RandomFore= stClassifier
from=  sklearn.svm import SVC
<= /div>
Enter to Rename, Shift+Enter to Preview
=

Code Text
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[111]
=
=
=
rf_classifier =3D=  RandomForestClassifier(n_estimators = =3D 10, = criterion =3D 'entropy', random_state =3D 0)
rf_classifier= .fit(x_train, Y_train)
y_pred_rf =3D&= nbsp;rf_classifier.predict(x_test)
Enter to Rename, Shift+Ente= r to Preview
=
<= /div>
<= div class=3D"monaco-scrollable-element " role=3D"presentation" style=3D"pos= ition: relative; overflow: hidden;">

=
<= /div>
Code Text
<= div class=3D"cell-execution-container">
=
cm_RandFor =3D confu= sion_matrix(Y_test, y_pred_rf)
cm_RandFor<= /span>
=
=
=
Enter to Rename, Shift+Enter to Preview
<= /div>
=

S= eries: Y_test

Series with shape (348,)=

<= /div>
<= div class=3D"output-iframe-sizer">
Ac=
curacy of RF:  85.0574712643678
Classification Report
               precision    recall  f1-score   support

          -1       0.71      0.54      0.62        37
           0       0.70      0.89      0.79        72
           1       0.93      0.89      0.91       239

    accuracy                           0.85       348
   macro avg       0.78      0.77      0.77       348
weighted avg       0.86      0.85      0.85       348
Code Text

to also collapse sibling sections)">NBC on TF-IDF=

=E2=86=B3 32 cells hidden
Code Text
<= div class=3D"cell-execution-container">
=
=
classifier.fit(x_train, Y_train)<= /span>
= pred_NB_T =3D classifier.predict(x_test)
from sklearn.met= rics import&n= bsp;accuracy_score, precision_score, recall_score
print('Accuracy score of NB: ',=  accuracy_score(Y_test, pred_NB_T)*1= 00)
cm_T =3D&n= bsp;metrics.confusion_matrix(Y_test, pred_NB_T)
cm_T
<= /div>
<= /div>
Enter to Rename, Shift+Enter to Preview
=
=

<= /div>
<= div class=3D"output">
<= div class=3D"output-iframe-sizer">
Ac=
curacy score of NB:  83.62068965517241

array([[ 14,   6,  17],
       [  0,  47,  25],
       [  3,   6, 230]])
Code Text
<= div class=3D"cell-execution-container">
=
<= div role=3D"presentation" aria-hidden=3D"true" class=3D"view-rulers">
=
print("Classification Report\n"<= span class=3D"mtk1">,classification_report(Y_test, pred_NB_T))<= /span>
=
=
Enter to Rename, Shift+Enter to Preview
<= div class=3D"body" style=3D"overflow: hidden;">

classification_report(y_true, y_pred, *, labels=3DNone, target_names=3DNone, sample_weight=3DNone, digits=3D2, output_dict=3DFalse, zero_division=3D'warn')

Build a text report showing= the main classification metrics.

Read more in the User Guide &= lt;classification_report>.

Parameters

y_true : 1d array-like, or label indicator array / sparse matrix
&nbs= p;   Ground truth (correct) target values.

y_pred : 1d= array-like, or label indicator array / sparse matrix
   =  Estimated targets as returned by a classifier.

labels : array-l= ike of shape (n_labels,), default=3DNone
    Optiona= l list of label indices to include in the report.

target_names : list= of str of shape (n_labels,), default=3DNone
    Opt= ional display names matching the labels (same order).

sample_weight := array-like of shape (n_samples,), default=3DNone
   &nbs= p;Sample weights.

digits : int, default=3D2
   &nbs= p;Number of digits for formatting output floating point values. When output_dict is True, this will be ignored an= d the returned values will not be rounded.

output_dict : bool, default=3DFa= lse
    If True, return output as dict.

zero_d= ivision : "warn", 0 or 1, default=3D"warn"
    Sets = the value to return when there is a zero division. If set to "warn", this acts as 0, but warnings are also raised.

Returns

report : string / dict
    Text summary of the pr= ecision, recall, F1 score for each class. Dictionary returned if output_dict is True. Dictionary has the following structure:

{'label 1= ': {'precision':0.5,
'recall':1.0,
= 'f1-score':0.67,
'support'<= span class=3D"mtk1">:1},
'label = 2': { ... },
.= ..
}

  = ;  The reported averages include macro average (averaging the unw= eighted mean per label), weighted average (averaging the support-weighted mean per label), and sample average (only for multilabel classification). Micro average (averaging the total true positives, false negatives and false positives) is only shown for multi-label or multi-class with a subset of classes, because it corresponds to accuracy otherwise and would be the same for all metrics. See also precision_recall_fscore_support for more details on averages.

    Note that in binary classificati= on, recall of the positive class is also known as "sensitivity"; recall of the negative class is "specificity".

See Also

precision_recall_fscore_support, confusion_matrix, multilabel_confusion_matrix

Examples

>>> from sklearn.metrics import classification_report
>= >> y_true =3D [0, 1, 2, 2, 2]
>>> y_pred =3D= [0, 0, 2, 2, 1= ]
>>> target_names =3D ['class 0', 'class 1', 'class 2']
&= gt;>> print(= classification_report(y_true, y_pred, target_names=3Dtarget_names))<= br> precision recall f1-score suppo= rt
<BLANKLINE>
class 0 <= span class=3D"mtk11">0.50 1.00 0.67 = 1
class 1 0.00 0.00 = 0.00 1
class 2 1.00 0.67 0.80 3
<BLANKLINE>
accuracy = 0.60 5
macro avg 0.50 0.56 = 0.49 <= /span>5
weighted avg = 0.70 0.60 0.61 5
<BLANKLINE>
<= span class=3D"mtk1">>>> y_pred =3D [1= , 1, 0]<= /span>
>>> y_true =3D [1, 1, 1]
>>> print(classification_report(y_true, = y_pred, labels=3D[1, 2, 3]))
precision recall f1-score support
<BLANKLINE>
= 1 1.00 0.67 0.80 3=
2 0.00 0.00 0.00 0
= 3 = 0.00 <= span class=3D"mtk11">0.00 0.00 0
<BLANKLINE>
micro avg 1.00<= span class=3D"mtk1"> 0.67 0.80 3
= macro avg 0.33 0.22 = 0.27 3
weighted avg = 1.00 0.67 0.80 3
<BLANKLINE>
=
<= /div>
<= div class=3D"output-iframe-sizer">
Cl=
assification Report
               precision    recall  f1-score   support

          -1       0.82      0.38      0.52        37
           0       0.80      0.65      0.72        72
           1       0.85      0.96      0.90       239

    accuracy                           0.84       348
   macro avg       0.82      0.66      0.71       348
weighted avg       0.83      0.84      0.82       348
Code Text
<= div class=3D"main-content" elevation=3D"0">
<= span class=3D"imported-info-area">
[116]
=
=
def = ;get_top_n_words(<= /span>x,n):
&= nbsp;   vec=3DCountVectorizer(ngram_range=3D(4,4<= /span>),stop_words=3D'eng= lish').fit(x)
 = ;   bow=3Dvec.transform(x)
 = ;   sum_words=3Dbow.sum<= span class=3D"mtk1">(axis=3D0)
    words_fre= q=3D[(word,sum_words[0,idx])for = ;word,idx in&n= bsp;vec.vocabulary_.items()]
   =  words_freq=3Dsorted(words_freq,key=3D lambda x: x[1],reverse=3D True<= span class=3D"mtk1">)
    = return words_= freq[:n]
<= /div>
Enter to Rename, Shift+Enter to Preview
=
=

<= /div>
<= div class=3D"output">
Code Text
<= div class=3D"cell-execution-container">
=
=
Philips=3Donly_pos[only_pos.Brand=3D=3D"Philips"]=
print('Positive Reviews on Philips:',Philips)
 
 
En= ter to Rename, Shift+Enter to Preview

<= div class=3D"output-iframe-sizer">
Po=
sitive Reviews on Philips:                                             Clea=
nedText  ...                                          lemma_Pos
2589        come good safe pack product also met expect  ...  [come, good, =
safe, pack, product, also, met, e...
2586                       think best product cook food  ...               =
  [think, best, product, cook, food]
3187  good product philipsmust everi kitchen healthi...  ...  [good, produc=
t, philipsmust, everi, kitchen, h...
2585                                       amaz product  ...               =
                     [amaz, product]
2584                                      great product  ...               =
                    [great, product]
...                                                 ...  ...               =
                                 ...
2465                                       good product  ...               =
                     [good, product]
3411  airfryer liter save heart attack fast econom u...  ...  [airfryer, li=
ter, save, heart, attack, fast, e...
2270  less amount oil thought food would tast good w...  ...  [le, amount, =
oil, thought, food, would, tast, ...
3313                 good product satisfi amazon servic  ...           [goo=
d, product, satisfi, amazon, servic]
3383  wonder buy much fri food want without actual f...  ...  [wonder, buy,=
 much, fri, food, want, without, ...

[1406 rows x 5 columns]
<= div class=3D"cell-execution-container">
=
=
words_tri=3Dget_top_n_words(Phili= ps['CleanedText'],= 50)<= /div>
words_tri
 
Enter to Rename, Shift+Enter to Preview
=

<= /div>
<= div class=3D"output-iframe-sizer">
[('=
easi use easi clean', 9),
 ('good product easi use', 5),
 ('tast good deep fri', 3),
 ('buy health conscious peopl', 3),
 ('good product use regular', 2),
 ('amaz product food lover', 2),
 ('product peopl want consum', 2),
 ('peopl want consum oil', 2),
 ('enjoy cook philip air', 2),
 ('cook philip air fryer', 2),
 ('valu money good health', 2),
 ('tri french fri chicken', 2),
 ('food health conscious product', 2),
 ('easi make french fri', 2),
 ('differ compar deep fri', 2),
 ('chicken fri fish fri', 2),
 ('recommend buy air fryer', 2),
 ('buy air fryer air', 2),
 ('total oil free cook', 2),
 ('product easi use clean', 2),
 ('save lot oil fat', 2),
 ('use everi altern day', 2),
 ('kebab bread roll french', 2),
 ('bread roll french fri', 2),
 ('eat oil free food', 2),
 ('oil free cook good', 2),
 ('good product health conscious', 2),
 ('product health conscious peopl', 2),
 ('amazon prompt deliveri good', 2),
 ('prompt deliveri good pack', 2),
 ('easi use great product', 2),
 ('great product cook healthi', 2),
 ('tast food cook air', 2),
 ('food cook air fryer', 2),
 ('fri chicken french fri', 2),
 ('perfect product healthi life', 2),
 ('food oil good health', 2),
 ('excel product prompt deliveri', 2),
 ('nice product worth buy', 2),
 ('product deliv time good', 2),
 ('good product thank amazon', 2),
 ('heat coil fan temperatur', 2),
 ('coil fan temperatur nob', 2),
 ('fan temperatur nob timer', 2),
 ('temperatur nob timer tray', 2),
 ('nob timer tray pull', 2),
 ('timer tray pull remov', 2),
 ('tray pull remov mechan', 2),
 ('pull remov mechan metal', 2),
 ('remov mechan metal mesh', 2)]
=
<= div class=3D"cell-execution-container">
=
df_pos=3Dpd.DataFrame(words_tr= i,columns =3D ['Trigram','Frequency'])
df_pos
<= div data-mprt=3D"1" class=3D"contentWidgets" style=3D"position: absolute; t= op: 0px;">
<= div data-mprt=3D"4" class=3D"overlayWidgets" style=3D"width: 1242px;">
=
Enter to Rename, Shift+Enter to Pr= eview

<= div class=3D"output-iframe-sizer">
=
<= div class=3D"cell-execution-container">
=
=
configure_plotly_browser_state()<= /span>
df_pos=3Ddf_pos.set_index('Trigram')
= df_pos.iplot(kind=3D'bar')
= Enter to Rename, Shift+Enter to Preview

<= div class=3D"output-iframe-sizer">

*According to the Data w= e have Majority of customers prefer Philips Brand *

Reasons

  1. Working is good
  2. Less oil Consumption,tasty
  3. Product easy use and easy clean
  4. Best use for deep fry stuff
  5. Worth for money and early delivery *From overall Data Philips Stands first because of giving importance to= health *
=E2=86=B3 0 cells hidden
Code Text
<= div class=3D"cell-execution-container">
=
=
Philips_neg=3Donly_Neg[only_Neg.Brand= =3D=3D"Philips"]
= print('Negative Reviews on Philips:',Philips_neg)
words_tri_neg=3Dget= _top_n_words(Philips_neg['CleanedText'<= span class=3D"mtk1">],30)
words_tri_neg
=
Enter to Rename, Shift+Enter to Pr= eview

<= div class=3D"output-iframe-sizer">
Ne=
gative Reviews on Philips:                                             Clea=
nedText  ...                                          lemma_neg
2055  total wast moneytak lot time cooktoo much unne...  ...  [total, wast,=
 moneytak, lot, time, cooktoo, mu...
2360                                        expect upto  ...               =
                      [expect, upto]
3017             wire short difficult plug amaz purchas  ...      [wire, sh=
ort, difficult, plug, amaz, purchas]
3005      work like microwav bake must say use less oil  ...  [work, like, =
microwav, bake, must, say, use, l...
3105                                contain littl small  ...               =
             [contain, littl, small]
...                                                 ...  ...               =
                                 ...
2326                         defect product coil broken  ...               =
     [defect, product, coil, broken]
2138                  handl broken join deliveri return  ...            [ha=
ndl, broken, join, deliveri, return]
3430                                        bad product  ...               =
                      [bad, product]
2333  found broken bodi need focus product qualiti s...  ...  [found, broke=
n, bodi, need, focus, product, qu...
1687  roast food even frozen snack come well cant te...  ...  [roast, food,=
 even, frozen, snack, come, well,...

[200 rows x 5 columns]

[('recip book miss box', =
2),
 ('work day dont buy', 2),
 ('total wast moneytak lot', 1),
 ('wast moneytak lot time', 1),
 ('moneytak lot time cooktoo', 1),
 ('lot time cooktoo unnecessari', 1),
 ('time cooktoo unnecessari electr', 1),
 ('cooktoo unnecessari electr consumpt', 1),
 ('wire short difficult plug', 1),
 ('short difficult plug amaz', 1),
 ('difficult plug amaz purchas', 1),
 ('work like microwav bake', 1),
 ('like microwav bake say', 1),
 ('microwav bake say use', 1),
 ('bake say use oil', 1),
 ('product intend guess seller', 1),
 ('intend guess seller misplac', 1),
 ('guess seller misplac recip', 1),
 ('seller misplac recip book', 1),
 ('product actual tast proper', 1),
 ('actual tast proper fri', 1),
 ('tast proper fri item', 1),
 ('proper fri item promis', 1),
 ('fri item promis meet', 1),
 ('item promis meet tast', 1),
 ('promis meet tast expect', 1),
 ('meet tast expect moreov', 1),
 ('tast expect moreov stop', 1),
 ('expect moreov stop button', 1),
 ('moreov stop button bad', 1)]
<= /div>
<= div class=3D"cell-execution-container">
=
=
configure_plotly_browser_state()<= /span>
df_Neg=3Ddf_Neg.set_index('Trigram')
= df_Neg.iplot(kind=3D'bar')
= Enter to Rename, Shift+Enter to Preview

<= div class=3D"output-iframe-sizer">
Code Text

** Negative Reviews** According to the Data Very few customers are not satisfied with pr= oduct

Reasons

  1. Damaged product and deliverd defected peice
  2. Recipie book miss
  3. Time consuming
  4. length of the wire is too short
  5. work similar to Microwave
=E2=86=B3 0 cells hidden
Code Text
<= div class=3D"cell-execution-container">
=
=
Amazon_Airfryer_pos=3Donly_pos[only_pos.Brand= =3D=3D"Amazon Airfryer"]
print('positive on Amazon Airfryer:= ',Amazon_Airfryer_pos)
am_words_tri_pos=3Dget_top_n_words(Amazon_Airfryer_pos['CleanedText'],30)
<= span>am_words_tri_pos
Enter to Rename, Shi= ft+Enter to Preview

<= div role=3D"presentation" aria-hidden=3D"true" class=3D"invisible scrollbar= vertical" style=3D"position: absolute;">
=
<= /div>
<= div class=3D"output-iframe-sizer">
po=
sitive on Amazon Airfryer:                        CleanedText  ...         =
                  lemma_Pos
5                    better expect  ...                    [better, expect]
18   perfect product perfect price  ...  [perfect, product, perfect, price]
20               econom tasti food  ...               [econom, tasti, food]
21        excel product dont think  ...       [excel, product, dont, think]
26                   happi purchas  ...                    [happi, purchas]
..                             ...  ...                                 ...
45           easi use worthi money  ...          [easi, use, worthi, money]
103                   good product  ...                     [good, product]
120                   nice product  ...                     [nice, product]
109                           good  ...                              [good]
106        smart use oil free cook  ...       [smart, use, oil, free, cook]

[331 rows x 5 columns]

[('excel product valu mon=
ey', 2),
 ('good product bad servic', 2),
 ('perfect product perfect price', 1),
 ('excel product dont think', 1),
 ('fantast product competit price', 1),
 ('product competit price gadar', 1),
 ('easi use great tast', 1),
 ('use great tast minim', 1),
 ('great tast minim oil', 1),
 ('great product oil requir', 1),
 ('conveni healthi option peopl', 1),
 ('healthi option peopl enjoy', 1),
 ('option peopl enjoy food', 1),
 ('peopl enjoy food option', 1),
 ('size good easi clean', 1),
 ('superl product great price', 1),
 ('good easi use product', 1),
 ('excel air fryer increas', 1),
 ('air fryer increas life', 1),
 ('fryer increas life span', 1),
 ('air fryer healthier today', 1),
 ('excel product proud owner', 1),
 ('product proud owner inalsa', 1),
 ('proud owner inalsa air', 1),
 ('owner inalsa air fryer', 1),
 ('awesom air fryer easi', 1),
 ('air fryer easi use', 1),
 ('fryer easi use job', 1),
 ('great product amaz price', 1),
 ('boon health conscious peopl', 1)]
Code Text
=
=
=
*According to the Data we have&n= bsp;customers prefer Brand *
 
Reasons
 
<= span>Healthy option to buy
Less oil Consumption,tasty
Product easy use and easy clean
= Fantastic product at most competitive in price
From overall Data Amazon AirFrier Stan= ds best in its cost
<= div class=3D"minimap-shadow-hidden" style=3D"height: 181px;">

=
<= div class=3D"cell-execution-container">
=
df_am_pos=3Dpd.DataFrame(am_wo= rds_tri_pos,columns =3D ['Trigram','Frequency'])
df_am_pos
=
Enter to Rename, Shift+Enter to Preview
=
<= div class=3D"message" aria-hidden=3D"true" style=3D"display: none; backgrou= nd-color: rgb(243, 243, 243); border-color: rgb(200, 200, 200);">

<= div class=3D"cell-execution-container">
=
=
 
configure_plotly_b= rowser_state()
df_am_pos=3Ddf_am_pos.set_index(= 'Trigram')<= /span>
= df_am_pos.iplot(kind=3D'b= ar')
=
=
Enter to Rename, Shift+Enter to Preview
=
=

<= /div>
<= div class=3D"output-iframe-sizer">

*According to the Data w= e have customers prefer Brand *

Reasons

  1. Healthy option to buy
  2. Less oil Consumption,tasty
  3. Product easy use and easy clean
  4. Fantastic product at most competitive in price
  5. From overall Data Amazon AirFrier Stands best in its cost
=E2=86=B3 0 cells hidden
Code Text

Double-click (or enter) to e= dit

=E2=86=B3 0 cells hidden
Code Text
<= div class=3D"cell-execution-container">
=
=
Amazon_Airfryer_neg=3Donly_Neg[only_Neg.Brand= =3D=3D"Amazon Airfryer"]
print('Negative on Amazon Airfryer:= ',Amazon_Airfryer_neg)
am_words_tri_Neg=3Dget_top_n_words(Amazon_Airfryer_neg['CleanedText'],30)
<= span>am_words_tri_Neg
df_a= m_Neg=3Dpd.DataFrame(am_words_tri_Neg,columns =3D ['Trigram','Frequency']= )
df_am_Neg
Enter to Renam= e, Shift+Enter to Preview

<= div class=3D"slider" style=3D"position: absolute; top: 0px; left: 0px; heig= ht: 10px; transform: translate3d(0px, 0px, 0px); contain: strict;">
<= /div>
<= div class=3D"output-iframe-sizer">
=
Code Text
=
=
#NEGATIVE REVIEWS ON AMAZO= N AIR FRYER**
#1.Poor paint = ;quality
#2.Improper packing=
#3.Missing of manual and warranty=
 
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<= div class=3D"message" aria-hidden=3D"true" style=3D"display: none; backgrou= nd-color: rgb(243, 243, 243); border-color: rgb(200, 200, 200);">

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configure_plotly_browser_state()<= /span>
df_am_Neg=3Ddf_am_Neg.set_index('Trigram')
df_am_Neg.iplot(kind=3D'bar')
=
<= canvas class=3D"decorationsOverviewRuler" aria-hidden=3D"true" width=3D"14"= height=3D"67" style=3D"position: absolute; transform: translate3d(0px, 0px= , 0px); contain: strict; top: 0px; right: 0px; width: 14px; height: 67px; w= ill-change: unset;">
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<= span>insala_Airfryer_neg=3Donly_Neg[only_Neg.Brand=3D= =3D"Insala airfryer"]
print('Negative on Amazon Airfryer:',insala_Airfryer_neg)
I= n_words_tri_Neg=3Dget_top_n_words(insala_Airfryer_neg['CleanedText'],30)
In_words_tri_Neg
df_In_Neg=3D= pd.DataFrame(In_words_tri_Neg,columns =3D ['Trigram','Frequency'])=
df_In_Neg
<= div role=3D"presentation" aria-hidden=3D"true" class=3D"cursors-layer curso= r-line-style cursor-solid">
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<= div class=3D"cell-execution-container">
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<= span>kn_Airfryer_neg=3Donly_Neg[only_Neg.Brand=3D=3D"Kenster"]
print('Negative on kenstar Airfryer:',kn_Airfryer_neg)
kn_words_tri_Neg=3Dget= _top_n_words(kn_Airfryer_neg['CleanedText'],30)
kn_words_tri_Neg
df_kn_Neg=3Dpd.DataFrame(kn_words_tri_Neg,columns =3D = ;['Trigram'= ,'Frequency'])
df_kn_Neg
=

list: kn_words_tri_Neg

[('matter week wast buy', numpy.longlon= g instance), ('recip book given mis...', numpy.longlong instance), ('snall = wire wrong des...', numpy.longlong instance), ('wire wrong descript ...', n= umpy.longlong instance), ('remov extra fat chic...', numpy.longlong instanc= e), ...] (13 items total)

<= div class=3D"output-iframe-sizer">
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#Negative reviews on ke= nster
#1.Broken product
#2.Product defective
Enter to Rename, Shift+Ente= r to Preview
<= p class=3D"type" style=3D"font-family: monospace;">

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<= div class=3D"cell-execution-container">
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kent_Airfryer_neg=3Donly_Neg[only_Neg= .Brand=3D=3D"Kent"= ]
print('Negative on kent Airfryer:',kent_Airfryer_neg)
kent_words_t= ri_Neg=3Dget_top_n_words(kent_Airfryer_neg['CleanedText'],= 5)
kent_words_tri_Neg
df_kent_Neg=3Dpd.DataF= rame(kent_words_tri_Neg,columns =3D [= 'Trigram',<= span class=3D"mtk26">'Frequency'])
df_kent_Neg
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<= p class=3D"type" style=3D"font-family: monospace;">

<= div class=3D"output-iframe-sizer">
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#Negative reviews on kent
#1. Bad quality.
#2.Malfunctioning within 2 weeks of purchase
= #3. Didn't work after 1 = ;time use
<= /div>
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<= div class=3D"message" aria-hidden=3D"true" style=3D"display: none; backgrou= nd-color: rgb(243, 243, 243); border-color: rgb(200, 200, 200);">

Code Text
<= div class=3D"cell-execution-container">
AMC_Airfryer_neg=3Donly_Neg[only_Neg.Brand=3D=3D<= span class=3D"mtk26">"American Micronic"]<= /span>
print('Negative on kent Airfryer:',AMC_Airfryer_neg)
AMC_words= _tri_Neg=3Dget_top_n_words(AMC_Airfryer_neg['CleanedText'],25)
<= div style=3D"top: 57px; height: 19px;" class=3D"view-line">AMC_words_tri_Neg
df_AMC_Neg=3Dpd= .DataFrame(AMC_words_tri_Neg,columns =3D&n= bsp;['Trigram','Frequency'])<= /span>
df_AMC_Neg
=
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<= div role=3D"presentation" aria-hidden=3D"true" class=3D"invisible scrollbar= vertical" style=3D"position: absolute;">

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#Negative reviews on Ameri= can Micronic
#1.Worst Warranty S= ervice
#2.Not as expected!!
#3.Not upto the Mark
<= div style=3D"top:76px;height:19px;" class=3D"view-line">#4.Not a versatile fryer!
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<= div class=3D"cell-execution-container">
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AMC_Airfryer_pos= =3Donly_pos[only_pos.Brand=3D=3D"American = ;Micronic"]
print<= /span>('positive on&= nbsp;AMC Airfryer:',AMC_Airfryer_pos)
AMC_words_tri_pos=3Dget_top_n_words(AMC_Airfryer_po= s['CleanedText'],25)
AMC_words_tri_pos
df_AMC_pos=3Dpd.DataFrame(AMC_words_tri_pos,columns =3D ['Trigram','Frequency'])
df_AMC_pos<= /div>
=
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=

=
<= colab-form class=3D"formview vertical layout flex">
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<= span class=3D"imported-info-area">
<= /div>
<= div style=3D"position:absolute;top:57px;width:100%;height:19px;">
<= div role=3D"presentation" aria-hidden=3D"true" class=3D"view-rulers">
=
#Positive reviews&nbs= p;on American Micronic
#1.A heal= thy way to perfect cooking
= # 2.A must-have for an electric kitchen
#3.DAMM GOOD FOR THE PRICE = POINT!!!!
 
<= /div>
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<= /div>

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Locate in Drive
Open in playground mode
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Open notebookCtrl+O
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<= div id=3D"download-submenu-menu-button" class=3D"goog-submenu goog-menuitem= " role=3D"menuitem" aria-haspopup=3D"true" style=3D"user-select: none;">Download=E2=96=BA
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Delete selected cells
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<= div command=3D"runafter" class=3D"goog-menuitem " role=3D"menuitem" id=3D":= 1z" style=3D"user-select: none;">
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Interrupt= execution
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<= div class=3D"monaco-aria-container">
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text-transform: uppercase; white-space: nowrap; user-select: n= one; } a.gb_0:hover::after, a.gb_0:focus::after { background-color: rgba(0, 0, 0, = 0.12); content: ""; height: 100%; left: 0px; position: absolute; top: 0px; = width: 100%; } a.gb_0:hover, a.gb_0:focus { text-decoration: none; } a.gb_0:active { background-color: rgba(153, 153, 153, 0.4); text-decoration= : none; } a.gb_1 { background-color: rgb(66, 133, 244); color: rgb(255, 255, 255); } a.gb_1:active { background-color: rgb(0, 67, 178); } .gb_2 { box-shadow: rgba(0, 0, 0, 0.16) 0px 1px 1px; } .gb_0, .gb_1, .gb_3, .gb_4 { display: inline-block; line-height: 28px; padd= ing: 0px 12px; border-radius: 2px; } .gb_3 { background: rgb(248, 248, 248); border: 1px solid rgb(198, 198, 198= ); } .gb_4 { background: rgb(248, 248, 248); } .gb_3, #gb a.gb_3.gb_3, .gb_4 { color: rgb(102, 102, 102); cursor: default;= text-decoration: none; } #gb a.gb_4.gb_4 { cursor: default; text-decoration: none; } .gb_4 { border: 1px solid rgb(66, 133, 244); font-weight: bold; outline: no= ne; background: -webkit-linear-gradient(top, rgb(67, 135, 253), rgb(70, 131= , 234)); } #gb a.gb_4.gb_4 { color: rgb(255, 255, 255); } .gb_4:hover { box-shadow: rgba(0, 0, 0, 0.15) 0px 1px 0px; } .gb_4:active { box-shadow: rgba(0, 0, 0, 0.15) 0px 2px 0px inset; backgroun= d: -webkit-linear-gradient(top, rgb(60, 122, 228), rgb(63, 118, 211)); } .gb_Ba { display: none !important; } .gb_Ca { visibility: hidden; } .gb_cd { display: inline-block; vertical-align: middle; } .gb_Af { position: relative; } .gb_D { display: inline-block; outline: none; vertical-align: middle; borde= r-radius: 2px; box-sizing: border-box; height: 40px; width: 40px; color: rg= b(0, 0, 0); cursor: pointer; text-decoration: none; } #gb#gb a.gb_D { color: rgb(0, 0, 0); cursor: pointer; text-decoration: none= ; } .gb_Za { border-color: transparent transparent rgb(255, 255, 255); border-s= tyle: dashed dashed solid; border-width: 0px 8.5px 8.5px; display: none; po= sition: absolute; left: 11.5px; top: 43px; z-index: 1; height: 0px; width: = 0px; animation: 0.2s ease 0s 1 normal none running gb__a; } .gb_0a { border-color: transparent transparent rgba(0, 0, 0, 0.2); border-s= tyle: dashed dashed solid; border-width: 0px 8.5px 8.5px; display: none; po= sition: absolute; left: 11.5px; z-index: 1; height: 0px; width: 0px; animat= ion: 0.2s ease 0s 1 normal none running gb__a; top: 42px; } .gb_F { background: rgb(255, 255, 255); border: 1px solid rgba(0, 0, 0, 0.2= ); color: rgb(0, 0, 0); box-shadow: rgba(0, 0, 0, 0.2) 0px 2px 10px; displa= y: none; outline: none; overflow: hidden; position: absolute; right: 8px; t= op: 62px; animation: 0.2s ease 0s 1 normal none running gb__a; border-radiu= s: 2px; user-select: text; } .gb_cd.gb_ma .gb_Za, .gb_cd.gb_ma .gb_0a, .gb_cd.gb_ma .gb_F, .gb_ma.gb_F {= display: block; } .gb_cd.gb_ma.gb_Bf .gb_Za, .gb_cd.gb_ma.gb_Bf .gb_0a { display: none; } .gb_Cf { position: absolute; right: 8px; top: 62px; z-index: -1; } .gb_Ka .gb_Za, .gb_Ka .gb_0a, .gb_Ka .gb_F { margin-top: -10px; } .gb_cd:first-child, #gbsfw:first-child + .gb_cd { padding-left: 4px; } .gb_qa.gb_Se .gb_cd:first-child { padding-left: 0px; } .gb_Te { position: relative; } .gb_Nc .gb_Te, .gb_0d .gb_Te { float: right; } .gb_D { padding: 8px; cursor: pointer; } .gb_qa .gb_4c:not(.gb_0):focus img { background-color: rgba(0, 0, 0, 0.2); = outline: none; border-radius: 50%; } .gb_Ue button:focus svg, .gb_Ue button:hover svg, .gb_Ue button:active svg,= .gb_D:focus, .gb_D:hover, .gb_D:active, .gb_D[aria-expanded=3D"true"] { ou= tline: none; border-radius: 50%; } .gb_wc .gb_Ue.gb_Ve button:focus svg, .gb_wc .gb_Ue.gb_Ve button:focus:hove= r svg, .gb_Ue button:focus svg, .gb_Ue button:focus:hover svg, .gb_D:focus,= .gb_D:focus:hover { background-color: rgba(60, 64, 67, 0.1); } .gb_wc .gb_Ue.gb_Ve button:active svg, .gb_Ue button:active svg, .gb_D:acti= ve { background-color: rgba(60, 64, 67, 0.12); } .gb_wc .gb_Ue.gb_Ve button:hover svg, .gb_Ue button:hover svg, .gb_D:hover = { background-color: rgba(60, 64, 67, 0.08); } .gb_ja .gb_D.gb_Na:hover { background-color: transparent; } .gb_D[aria-expanded=3D"true"], .gb_D:hover[aria-expanded=3D"true"] { backgr= ound-color: rgba(95, 99, 104, 0.24); } .gb_D[aria-expanded=3D"true"] .gb_We, .gb_D[aria-expanded=3D"true"] .gb_Xe = { fill: rgb(95, 99, 104); opacity: 1; } .gb_wc .gb_Ue button:hover svg, .gb_wc .gb_D:hover { background-color: rgba= (232, 234, 237, 0.08); } .gb_wc .gb_Ue button:focus svg, .gb_wc .gb_Ue button:focus:hover svg, .gb_w= c .gb_D:focus, .gb_wc .gb_D:focus:hover { background-color: rgba(232, 234, = 237, 0.1); } .gb_wc .gb_Ue button:active svg, .gb_wc .gb_D:active { background-color: rg= ba(232, 234, 237, 0.12); } .gb_wc .gb_D[aria-expanded=3D"true"], .gb_wc .gb_D:hover[aria-expanded=3D"t= rue"] { background-color: rgba(255, 255, 255, 0.12); } .gb_wc .gb_D[aria-expanded=3D"true"] .gb_We, .gb_wc .gb_D[aria-expanded=3D"= true"] .gb_Xe { fill: rgb(255, 255, 255); opacity: 1; } .gb_cd { padding: 4px; } .gb_qa.gb_Se .gb_cd { padding: 4px 2px; } .gb_qa.gb_Se .gb_Oa.gb_cd { padding-left: 6px; } .gb_F { z-index: 991; line-height: normal; } .gb_F.gb_Ze { left: 8px; right: auto; } @media (max-width: 350px) { .gb_F.gb_Ze { left: 0px; } } .gb_0e .gb_F { top: 56px; } .gb_C .gb_D, .gb_E .gb_C .gb_D { background-position: -64px -29px; } .gb_j .gb_C .gb_D { background-position: -29px -29px; opacity: 1; } .gb_C .gb_D, .gb_C .gb_D:hover, .gb_C .gb_D:focus { opacity: 1; } .gb_Hd { display: none; } .gb_Vc { font-family: "Google Sans", Roboto, RobotoDraft, Helvetica, Arial,= sans-serif; font-size: 20px; font-weight: 400; letter-spacing: 0.25px; lin= e-height: 48px; margin-bottom: 2px; opacity: 1; overflow: hidden; padding-l= eft: 16px; position: relative; text-overflow: ellipsis; vertical-align: mid= dle; top: 2px; white-space: nowrap; flex: 1 1 auto; } .gb_Vc.gb_Wc { color: rgb(60, 64, 67); } .gb_qa.gb_ra .gb_Vc { margin-bottom: 0px; } .gb_Xc.gb_Zc .gb_Vc { padding-left: 4px; } .gb_qa.gb_ra .gb_0c { position: relative; top: -2px; } .gb_qa { color: black; min-width: 320px; position: relative; transition: bo= x-shadow 250ms ease 0s; } .gb_qa.gb_Ec { min-width: 240px; } .gb_qa.gb_Id .gb_Jd { display: none; } .gb_qa.gb_Id .gb_Kd { height: 56px; } header.gb_qa { display: block; } .gb_qa svg { fill: currentcolor; } .gb_Ld { position: fixed; top: 0px; width: 100%; } .gb_Md { box-shadow: rgba(0, 0, 0, 0.14) 0px 4px 5px 0px, rgba(0, 0, 0, 0.1= 2) 0px 1px 10px 0px, rgba(0, 0, 0, 0.2) 0px 2px 4px -1px; } .gb_Nd { height: 64px; } .gb_qa:not(.gb_Ic) .gb_2c.gb_3c:not(.gb_Od):not(.gb_Pd), .gb_qa:not(.gb_Ic)= .gb_Cd:not(.gb_Od):not(.gb_Pd), .gb_qa.gb_Qd .gb_2c.gb_3c.gb_Od, .gb_qa.gb= _Qd .gb_Cd.gb_Od, .gb_qa.gb_Qd .gb_2c.gb_3c.gb_Pd, .gb_qa.gb_Qd .gb_Cd.gb_P= d { display: none !important; } .gb_Kd { box-sizing: border-box; position: relative; width: 100%; display: = flex; justify-content: space-between; min-width: min-content; } .gb_qa:not(.gb_ra) .gb_Kd { padding: 8px; } .gb_qa.gb_Rd .gb_Kd { flex: 1 0 auto; } .gb_qa .gb_Kd.gb_Sd.gb_Td { min-width: 0px; } .gb_qa.gb_ra .gb_Kd { padding: 4px 4px 4px 8px; min-width: 0px; } .gb_Jd { height: 48px; vertical-align: middle; white-space: nowrap; -webkit= -box-align: center; align-items: center; display: flex; user-select: none; = } .gb_Vd > .gb_Jd { display: table-cell; width: 100%; } .gb_Xc { padding-right: 30px; box-sizing: border-box; flex: 1 0 auto; } .gb_qa.gb_ra .gb_Xc { padding-right: 14px; } .gb_Wd { flex: 1 1 100%; } .gb_Wd > :only-child { display: inline-block; } .gb_Xd.gb_Oc { padding-left: 4px; } .gb_Xd.gb_Zd, .gb_qa.gb_Rd .gb_Xd, .gb_qa.gb_ra:not(.gb_0d) .gb_Xd { paddin= g-left: 0px; } .gb_qa.gb_ra .gb_Xd.gb_Zd { padding-right: 0px; } .gb_qa.gb_ra .gb_Xd.gb_Zd .gb_ja { margin-left: 10px; } .gb_Oc { display: inline; } .gb_qa.gb_Ic .gb_Xd.gb_1d, .gb_qa.gb_0d .gb_Xd.gb_1d { padding-left: 2px; } .gb_Vc { display: inline-block; } .gb_Xd { box-sizing: border-box; height: 48px; line-height: normal; padding= : 0px 4px 0px 30px; flex: 0 0 auto; justify-content: flex-end; } .gb_0d { height: 48px; } .gb_qa.gb_0d { min-width: auto; } .gb_0d .gb_Xd { float: right; padding-left: 32px; } .gb_0d .gb_Xd.gb_2d { padding-left: 0px; } .gb_3d { font-size: 14px; max-width: 200px; overflow: hidden; padding: 0px = 12px; text-overflow: ellipsis; white-space: nowrap; user-select: text; } .gb_4d { transition: background-color 0.4s ease 0s; } .gb_5d { color: black; } .gb_wc { color: white; } .gb_qa a, .gb_Bc a { color: inherit; } .gb_t { color: rgba(0, 0, 0, 0.87); } .gb_qa svg, .gb_Bc svg, .gb_Xc .gb_6d, .gb_Nc .gb_6d { color: rgb(95, 99, 1= 04); opacity: 1; } .gb_wc svg, .gb_Bc.gb_Fc svg, .gb_wc .gb_Xc .gb_6d, .gb_wc .gb_Xc .gb_vc, .= gb_wc .gb_Xc .gb_0c, .gb_Bc.gb_Fc .gb_6d { color: rgba(255, 255, 255, 0.87)= ; } .gb_wc .gb_Xc .gb_uc:not(.gb_7d) { opacity: 0.87; } .gb_Wc { color: inherit; opacity: 1; text-rendering: optimizelegibility; -w= ebkit-font-smoothing: antialiased; } .gb_wc .gb_Wc, .gb_5d .gb_Wc { opacity: 1; } .gb_8d { position: relative; } .gb_9d { font-family: arial, sans-serif; line-height: normal; padding-right= : 15px; } a.gb_g, span.gb_g { color: rgba(0, 0, 0, 0.87); text-decoration: none; } .gb_wc a.gb_g, .gb_wc span.gb_g { color: white; } a.gb_g:focus { outline-offset: 2px; } a.gb_g:hover { text-decoration: underline; } .gb_h { display: inline-block; padding-left: 15px; } .gb_h .gb_g { display: inline-block; line-height: 24px; vertical-align: mid= dle; } .gb_ae { font-family: "Google Sans", Roboto, RobotoDraft, Helvetica, Arial,= sans-serif; font-weight: 500; font-size: 14px; letter-spacing: 0.25px; lin= e-height: 16px; margin-left: 10px; margin-right: 8px; min-width: 96px; padd= ing: 9px 23px; text-align: center; vertical-align: middle; border-radius: 4= px; box-sizing: border-box; } .gb_qa.gb_0d .gb_ae { margin-left: 8px; } #gb a.gb_4.gb_4.gb_ae, #gb a.gb_3.gb_3.gb_ae { cursor: pointer; } .gb_4.gb_ae:hover { background: rgb(43, 125, 233); box-shadow: rgba(66, 133= , 244, 0.3) 0px 1px 2px 0px, rgba(66, 133, 244, 0.15) 0px 1px 3px 1px; } .gb_4.gb_ae:focus, .gb_4.gb_ae:hover:focus { background: rgb(80, 148, 237);= box-shadow: rgba(66, 133, 244, 0.3) 0px 1px 2px 0px, rgba(66, 133, 244, 0.= 15) 0px 1px 3px 1px; } .gb_4.gb_ae:active { background: rgb(99, 160, 239); box-shadow: rgba(66, 13= 3, 244, 0.3) 0px 1px 2px 0px, rgba(66, 133, 244, 0.15) 0px 1px 3px 1px; } .gb_ae:not(.gb_3) { background: rgb(26, 115, 232); border: 1px solid transp= arent; } .gb_qa.gb_ra .gb_ae { padding: 9px 15px; min-width: 80px; } .gb_be { text-align: left; } #gb a.gb_ae.gb_3, #gb .gb_wc a.gb_ae, #gb.gb_wc a.gb_ae { background: rgb(2= 55, 255, 255); border-color: rgb(218, 220, 224); box-shadow: none; color: r= gb(26, 115, 232); } #gb a.gb_4.gb_ka.gb_ae { background: rgb(138, 180, 248); border: 1px solid = transparent; box-shadow: none; color: rgb(32, 33, 36); } #gb a.gb_ae.gb_3:hover, #gb .gb_wc a.gb_ae:hover, #gb.gb_wc a.gb_ae:hover {= background: rgb(248, 251, 255); border-color: rgb(204, 224, 252); } #gb a.gb_4.gb_ka.gb_ae:hover { background: rgb(147, 186, 249); border-color= : transparent; box-shadow: rgba(0, 0, 0, 0.15) 0px 1px 3px 1px, rgba(0, 0, = 0, 0.3) 0px 1px 2px; } #gb a.gb_ae.gb_3:focus, #gb a.gb_ae.gb_3:focus:hover, #gb .gb_wc a.gb_ae:fo= cus, #gb .gb_wc a.gb_ae:focus:hover, #gb.gb_wc a.gb_ae:focus, #gb.gb_wc a.g= b_ae:focus:hover { background: rgb(244, 248, 255); border-color: rgb(201, 2= 21, 252); } #gb a.gb_4.gb_ka.gb_ae:focus, #gb a.gb_4.gb_ka.gb_ae:focus:hover { backgrou= nd: rgb(166, 198, 250); border-color: transparent; box-shadow: none; } #gb a.gb_ae.gb_3:active, #gb .gb_wc a.gb_ae:active, #gb.gb_wc a.gb_ae:activ= e { background: rgb(236, 243, 254); } #gb a.gb_4.gb_ka.gb_ae:active { background: rgb(161, 195, 249); box-shadow:= rgba(60, 64, 67, 0.3) 0px 1px 2px, rgba(60, 64, 67, 0.15) 0px 2px 6px 2px;= } #gb a.gb_ae.gb_3:not(.gb_ka):active { box-shadow: rgba(60, 64, 67, 0.3) 0px= 1px 2px 0px, 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--paper-red-200: #ef9a9a; --paper-red-300: #e5737= 3; --paper-red-400: #ef5350; --paper-red-500: #f44336; --paper-red-600: #e5= 3935; --paper-red-700: #d32f2f; --paper-red-800: #c62828; --paper-red-900: = #b71c1c; --paper-red-a100: #ff8a80; --paper-red-a200: #ff5252; --paper-red-= a400: #ff1744; --paper-red-a700: #d50000; --paper-pink-50: #fce4ec; --paper= -pink-100: #f8bbd0; --paper-pink-200: #f48fb1; --paper-pink-300: #f06292; -= -paper-pink-400: #ec407a; --paper-pink-500: #e91e63; --paper-pink-600: #d81= b60; --paper-pink-700: #c2185b; --paper-pink-800: #ad1457; --paper-pink-900= : #880e4f; --paper-pink-a100: #ff80ab; --paper-pink-a200: #ff4081; --paper-= pink-a400: #f50057; --paper-pink-a700: #c51162; --paper-purple-50: #f3e5f5;= --paper-purple-100: #e1bee7; --paper-purple-200: #ce93d8; --paper-purple-3= 00: #ba68c8; --paper-purple-400: #ab47bc; --paper-purple-500: #9c27b0; --pa= per-purple-600: #8e24aa; --paper-purple-700: #7b1fa2; --paper-purple-800: #= 6a1b9a; --paper-purple-900: #4a148c; --paper-purple-a100: #ea80fc; --paper-= purple-a200: #e040fb; --paper-purple-a400: #d500f9; --paper-purple-a700: #a= a00ff; --paper-deep-purple-50: #ede7f6; --paper-deep-purple-100: #d1c4e9; -= -paper-deep-purple-200: #b39ddb; --paper-deep-purple-300: #9575cd; --paper-= deep-purple-400: #7e57c2; --paper-deep-purple-500: #673ab7; --paper-deep-pu= rple-600: #5e35b1; --paper-deep-purple-700: #512da8; --paper-deep-purple-80= 0: #4527a0; --paper-deep-purple-900: #311b92; --paper-deep-purple-a100: #b3= 88ff; --paper-deep-purple-a200: #7c4dff; --paper-deep-purple-a400: #651fff;= --paper-deep-purple-a700: #6200ea; --paper-indigo-50: #e8eaf6; --paper-ind= igo-100: #c5cae9; --paper-indigo-200: #9fa8da; --paper-indigo-300: #7986cb;= --paper-indigo-400: #5c6bc0; --paper-indigo-500: #3f51b5; --paper-indigo-6= 00: #3949ab; --paper-indigo-700: #303f9f; --paper-indigo-800: #283593; --pa= per-indigo-900: #1a237e; --paper-indigo-a100: #8c9eff; --paper-indigo-a200:= #536dfe; --paper-indigo-a400: #3d5afe; --paper-indigo-a700: #304ffe; --pap= er-blue-50: #e3f2fd; --paper-blue-100: #bbdefb; --paper-blue-200: #90caf9; = --paper-blue-300: #64b5f6; --paper-blue-400: #42a5f5; --paper-blue-500: #21= 96f3; --paper-blue-600: #1e88e5; --paper-blue-700: #1976d2; --paper-blue-80= 0: #1565c0; --paper-blue-900: #0d47a1; --paper-blue-a100: #82b1ff; --paper-= blue-a200: #448aff; --paper-blue-a400: #2979ff; --paper-blue-a700: #2962ff;= --paper-light-blue-50: #e1f5fe; --paper-light-blue-100: #b3e5fc; --paper-l= ight-blue-200: #81d4fa; --paper-light-blue-300: #4fc3f7; --paper-light-blue= -400: #29b6f6; --paper-light-blue-500: #03a9f4; --paper-light-blue-600: #03= 9be5; --paper-light-blue-700: #0288d1; --paper-light-blue-800: #0277bd; --p= aper-light-blue-900: #01579b; --paper-light-blue-a100: #80d8ff; --paper-lig= ht-blue-a200: #40c4ff; --paper-light-blue-a400: #00b0ff; --paper-light-blue= -a700: #0091ea; --paper-cyan-50: #e0f7fa; --paper-cyan-100: #b2ebf2; --pape= r-cyan-200: #80deea; --paper-cyan-300: #4dd0e1; --paper-cyan-400: #26c6da; = --paper-cyan-500: #00bcd4; --paper-cyan-600: #00acc1; --paper-cyan-700: #00= 97a7; --paper-cyan-800: #00838f; --paper-cyan-900: #006064; --paper-cyan-a1= 00: #84ffff; --paper-cyan-a200: #18ffff; --paper-cyan-a400: #00e5ff; --pape= r-cyan-a700: #00b8d4; --paper-teal-50: #e0f2f1; --paper-teal-100: #b2dfdb; = --paper-teal-200: #80cbc4; --paper-teal-300: #4db6ac; --paper-teal-400: #26= a69a; --paper-teal-500: #009688; --paper-teal-600: #00897b; --paper-teal-70= 0: #00796b; --paper-teal-800: #00695c; --paper-teal-900: #004d40; --paper-t= eal-a100: #a7ffeb; --paper-teal-a200: #64ffda; --paper-teal-a400: #1de9b6; = --paper-teal-a700: #00bfa5; --paper-green-50: #e8f5e9; --paper-green-100: #= c8e6c9; --paper-green-200: #a5d6a7; --paper-green-300: #81c784; --paper-gre= en-400: #66bb6a; --paper-green-500: #4caf50; --paper-green-600: #43a047; --= paper-green-700: #388e3c; --paper-green-800: #2e7d32; --paper-green-900: #1= b5e20; --paper-green-a100: #b9f6ca; --paper-green-a200: #69f0ae; --paper-gr= een-a400: #00e676; --paper-green-a700: #00c853; --paper-light-green-50: #f1= f8e9; --paper-light-green-100: #dcedc8; --paper-light-green-200: #c5e1a5; -= -paper-light-green-300: #aed581; --paper-light-green-400: #9ccc65; --paper-= light-green-500: #8bc34a; --paper-light-green-600: #7cb342; --paper-light-g= reen-700: #689f38; --paper-light-green-800: #558b2f; --paper-light-green-90= 0: #33691e; --paper-light-green-a100: #ccff90; --paper-light-green-a200: #b= 2ff59; --paper-light-green-a400: #76ff03; --paper-light-green-a700: #64dd17= ; --paper-lime-50: #f9fbe7; --paper-lime-100: #f0f4c3; --paper-lime-200: #e= 6ee9c; --paper-lime-300: #dce775; --paper-lime-400: #d4e157; --paper-lime-5= 00: #cddc39; --paper-lime-600: #c0ca33; --paper-lime-700: #afb42b; --paper-= lime-800: #9e9d24; --paper-lime-900: #827717; --paper-lime-a100: #f4ff81; -= -paper-lime-a200: #eeff41; --paper-lime-a400: #c6ff00; --paper-lime-a700: #= aeea00; --paper-yellow-50: #fffde7; --paper-yellow-100: #fff9c4; --paper-ye= llow-200: #fff59d; --paper-yellow-300: #fff176; --paper-yellow-400: #ffee58= ; --paper-yellow-500: #ffeb3b; --paper-yellow-600: #fdd835; --paper-yellow-= 700: #fbc02d; --paper-yellow-800: #f9a825; --paper-yellow-900: #f57f17; --p= aper-yellow-a100: #ffff8d; --paper-yellow-a200: #ffff00; --paper-yellow-a40= 0: #ffea00; --paper-yellow-a700: #ffd600; --paper-amber-50: #fff8e1; --pape= r-amber-100: #ffecb3; --paper-amber-200: #ffe082; --paper-amber-300: #ffd54= f; --paper-amber-400: #ffca28; --paper-amber-500: #ffc107; --paper-amber-60= 0: #ffb300; --paper-amber-700: #ffa000; --paper-amber-800: #ff8f00; --paper= -amber-900: #ff6f00; --paper-amber-a100: #ffe57f; --paper-amber-a200: #ffd7= 40; --paper-amber-a400: #ffc400; --paper-amber-a700: #ffab00; --paper-orang= e-50: #fff3e0; --paper-orange-100: #ffe0b2; --paper-orange-200: #ffcc80; --= paper-orange-300: #ffb74d; --paper-orange-400: #ffa726; --paper-orange-500:= #ff9800; --paper-orange-600: #fb8c00; --paper-orange-700: #f57c00; --paper= -orange-800: #ef6c00; --paper-orange-900: #e65100; --paper-orange-a100: #ff= d180; --paper-orange-a200: #ffab40; --paper-orange-a400: #ff9100; --paper-o= range-a700: #ff6500; --paper-deep-orange-50: #fbe9e7; --paper-deep-orange-1= 00: #ffccbc; --paper-deep-orange-200: #ffab91; --paper-deep-orange-300: #ff= 8a65; --paper-deep-orange-400: #ff7043; --paper-deep-orange-500: #ff5722; -= -paper-deep-orange-600: #f4511e; --paper-deep-orange-700: #e64a19; --paper-= deep-orange-800: #d84315; --paper-deep-orange-900: #bf360c; --paper-deep-or= ange-a100: #ff9e80; --paper-deep-orange-a200: #ff6e40; --paper-deep-orange-= a400: #ff3d00; --paper-deep-orange-a700: #dd2c00; --paper-brown-50: #efebe9= ; --paper-brown-100: #d7ccc8; --paper-brown-200: #bcaaa4; --paper-brown-300= : #a1887f; --paper-brown-400: #8d6e63; --paper-brown-500: #795548; --paper-= brown-600: #6d4c41; --paper-brown-700: #5d4037; --paper-brown-800: #4e342e;= --paper-brown-900: #3e2723; --paper-grey-50: #fafafa; --paper-grey-100: #f= 5f5f5; --paper-grey-200: #eeeeee; --paper-grey-300: #e0e0e0; --paper-grey-4= 00: #bdbdbd; --paper-grey-500: #9e9e9e; --paper-grey-600: #757575; --paper-= grey-700: #616161; --paper-grey-800: #424242; --paper-grey-900: #212121; --= paper-blue-grey-50: #eceff1; --paper-blue-grey-100: #cfd8dc; --paper-blue-g= rey-200: #b0bec5; --paper-blue-grey-300: #90a4ae; --paper-blue-grey-400: #7= 8909c; --paper-blue-grey-500: #607d8b; --paper-blue-grey-600: #546e7a; --pa= per-blue-grey-700: #455a64; --paper-blue-grey-800: #37474f; --paper-blue-gr= ey-900: #263238; --dark-divider-opacity: 0.12; --dark-disabled-opacity: 0.3= 8; --dark-secondary-opacity: 0.54; --dark-primary-opacity: 0.87; --light-di= vider-opacity: 0.12; --light-disabled-opacity: 0.3; --light-secondary-opaci= ty: 0.7; --light-primary-opacity: 1; } ------MultipartBoundary--VnmxKC5aBZ8rfWq9DfowEo2UCPRtGHCKH3DiKJcLwy---- Content-Type: text/css Content-Transfer-Encoding: quoted-printable Content-Location: cid:css-8911aa53-1511-486d-aff6-bea55e779180@mhtml.blink @charset "utf-8"; html { --primary-text-color: var(--light-theme-text-color); --primary-backg= round-color: var(--light-theme-background-color); --secondary-text-color: v= ar(--light-theme-secondary-color); --disabled-text-color: var(--light-theme= -disabled-color); --divider-color: var(--light-theme-divider-color); --erro= r-color: var(--paper-deep-orange-a700); --primary-color: var(--paper-indigo= -500); --light-primary-color: var(--paper-indigo-100); --dark-primary-color= : var(--paper-indigo-700); --accent-color: var(--paper-pink-a200); --light-= accent-color: var(--paper-pink-a100); --dark-accent-color: var(--paper-pink= -a400); --light-theme-background-color: #ffffff; --light-theme-base-color: = #000000; --light-theme-text-color: var(--paper-grey-900); --light-theme-sec= ondary-color: #737373; --light-theme-disabled-color: #9b9b9b; --light-theme= -divider-color: #dbdbdb; --dark-theme-background-color: var(--paper-grey-90= 0); --dark-theme-base-color: #ffffff; --dark-theme-text-color: #ffffff; --d= ark-theme-secondary-color: #bcbcbc; --dark-theme-disabled-color: #646464; -= -dark-theme-divider-color: #3c3c3c; --text-primary-color: var(--dark-theme-= text-color); --default-primary-color: var(--primary-color); } ------MultipartBoundary--VnmxKC5aBZ8rfWq9DfowEo2UCPRtGHCKH3DiKJcLwy---- Content-Type: text/css Content-Transfer-Encoding: quoted-printable Content-Location: cid:css-bd07508f-ac1d-41f1-b15c-b253ea0a0cb5@mhtml.blink @charset "utf-8"; html { --shadow-transition_-_transition: box-shadow 0.28s cubic-bezier(0.4,= 0, 0.2, 1); --shadow-none_-_box-shadow: none; --shadow-elevation-2dp_-_box= -shadow: 0 2px 2px 0 rgba(0, 0, 0, 0.14), 0 1px 5px 0 rgba(0, 0, 0, 0.12), = 0 3px 1px -2px rgba(0, 0, 0, 0.2); --shadow-elevation-3dp_-_box-shadow: 0 3= px 4px 0 rgba(0, 0, 0, 0.14), 0 1px 8px 0 rgba(0, 0, 0, 0.12), 0 3px 3px -2= px rgba(0, 0, 0, 0.4); 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r(--paper-font-common-nowrap_-_overflow); --paper-font-display4_-_text-over= flow: var(--paper-font-common-nowrap_-_text-overflow); --paper-font-display= 4_-_font-size: 112px; --paper-font-display4_-_font-weight: 300; --paper-fon= t-display4_-_letter-spacing: -0.044em; --paper-font-display4_-_line-height:= 120px; --paper-font-display3_-_font-family: var(--paper-font-common-base_-= _font-family); --paper-font-display3_-_-webkit-font-smoothing: var(--paper-= font-common-base_-_-webkit-font-smoothing); --paper-font-display3_-_white-s= pace: var(--paper-font-common-nowrap_-_white-space); --paper-font-display3_= -_overflow: var(--paper-font-common-nowrap_-_overflow); --paper-font-displa= y3_-_text-overflow: var(--paper-font-common-nowrap_-_text-overflow); --pape= r-font-display3_-_font-size: 56px; --paper-font-display3_-_font-weight: 400= ; --paper-font-display3_-_letter-spacing: -0.026em; --paper-font-display3_-= _line-height: 60px; --paper-font-display2_-_font-family: var(--paper-font-c= ommon-base_-_font-family); --paper-font-display2_-_-webkit-font-smoothing: = var(--paper-font-common-base_-_-webkit-font-smoothing); --paper-font-displa= y2_-_font-size: 45px; --paper-font-display2_-_font-weight: 400; --paper-fon= t-display2_-_letter-spacing: -0.018em; --paper-font-display2_-_line-height:= 48px; --paper-font-display1_-_font-family: var(--paper-font-common-base_-_= font-family); --paper-font-display1_-_-webkit-font-smoothing: var(--paper-f= ont-common-base_-_-webkit-font-smoothing); --paper-font-display1_-_font-siz= e: 34px; --paper-font-display1_-_font-weight: 400; --paper-font-display1_-_= letter-spacing: -0.01em; --paper-font-display1_-_line-height: 40px; --paper= -font-headline_-_font-family: var(--paper-font-common-base_-_font-family); = --paper-font-headline_-_-webkit-font-smoothing: var(--paper-font-common-bas= e_-_-webkit-font-smoothing); --paper-font-headline_-_font-size: 24px; --pap= er-font-headline_-_font-weight: 400; --paper-font-headline_-_letter-spacing= : -0.012em; --paper-font-headline_-_line-height: 32px; --paper-font-title_-= _font-family: var(--paper-font-common-base_-_font-family); --paper-font-tit= le_-_-webkit-font-smoothing: var(--paper-font-common-base_-_-webkit-font-sm= oothing); --paper-font-title_-_white-space: var(--paper-font-common-nowrap_= -_white-space); --paper-font-title_-_overflow: var(--paper-font-common-nowr= ap_-_overflow); --paper-font-title_-_text-overflow: var(--paper-font-common= -nowrap_-_text-overflow); --paper-font-title_-_font-size: 20px; --paper-fon= t-title_-_font-weight: 500; --paper-font-title_-_line-height: 28px; --paper= -font-subhead_-_font-family: var(--paper-font-common-base_-_font-family); -= -paper-font-subhead_-_-webkit-font-smoothing: var(--paper-font-common-base_= -_-webkit-font-smoothing); --paper-font-subhead_-_font-size: 16px; --paper-= font-subhead_-_font-weight: 400; --paper-font-subhead_-_line-height: 24px; = --paper-font-body2_-_font-family: var(--paper-font-common-base_-_font-famil= y); --paper-font-body2_-_-webkit-font-smoothing: var(--paper-font-common-ba= se_-_-webkit-font-smoothing); --paper-font-body2_-_font-size: 14px; --paper= -font-body2_-_font-weight: 500; --paper-font-body2_-_line-height: 24px; --p= aper-font-body1_-_font-family: var(--paper-font-common-base_-_font-family);= --paper-font-body1_-_-webkit-font-smoothing: var(--paper-font-common-base_= -_-webkit-font-smoothing); --paper-font-body1_-_font-size: 14px; --paper-fo= nt-body1_-_font-weight: 400; --paper-font-body1_-_line-height: 20px; --pape= r-font-caption_-_font-family: var(--paper-font-common-base_-_font-family); = --paper-font-caption_-_-webkit-font-smoothing: var(--paper-font-common-base= _-_-webkit-font-smoothing); --paper-font-caption_-_white-space: var(--paper= -font-common-nowrap_-_white-space); --paper-font-caption_-_overflow: var(--= paper-font-common-nowrap_-_overflow); --paper-font-caption_-_text-overflow:= var(--paper-font-common-nowrap_-_text-overflow); --paper-font-caption_-_fo= nt-size: 12px; --paper-font-caption_-_font-weight: 400; --paper-font-captio= n_-_letter-spacing: 0.011em; --paper-font-caption_-_line-height: 20px; --pa= per-font-menu_-_font-family: var(--paper-font-common-base_-_font-family); -= -paper-font-menu_-_-webkit-font-smoothing: var(--paper-font-common-base_-_-= webkit-font-smoothing); --paper-font-menu_-_white-space: var(--paper-font-c= ommon-nowrap_-_white-space); --paper-font-menu_-_overflow: var(--paper-font= -common-nowrap_-_overflow); --paper-font-menu_-_text-overflow: var(--paper-= font-common-nowrap_-_text-overflow); --paper-font-menu_-_font-size: 13px; -= -paper-font-menu_-_font-weight: 500; --paper-font-menu_-_line-height: 24px;= --paper-font-button_-_font-family: var(--paper-font-common-base_-_font-fam= ily); --paper-font-button_-_-webkit-font-smoothing: var(--paper-font-common= -base_-_-webkit-font-smoothing); --paper-font-button_-_white-space: var(--p= aper-font-common-nowrap_-_white-space); --paper-font-button_-_overflow: var= (--paper-font-common-nowrap_-_overflow); --paper-font-button_-_text-overflo= w: var(--paper-font-common-nowrap_-_text-overflow); --paper-font-button_-_f= ont-size: 14px; --paper-font-button_-_font-weight: 500; --paper-font-button= _-_letter-spacing: 0.018em; --paper-font-button_-_line-height: 24px; --pape= r-font-button_-_text-transform: uppercase; --paper-font-code2_-_font-family= : var(--paper-font-common-code_-_font-family); --paper-font-code2_-_-webkit= -font-smoothing: var(--paper-font-common-code_-_-webkit-font-smoothing); --= paper-font-code2_-_font-size: 14px; --paper-font-code2_-_font-weight: 700; = --paper-font-code2_-_line-height: 20px; --paper-font-code1_-_font-family: v= ar(--paper-font-common-code_-_font-family); --paper-font-code1_-_-webkit-fo= nt-smoothing: var(--paper-font-common-code_-_-webkit-font-smoothing); --pap= er-font-code1_-_font-size: 14px; --paper-font-code1_-_font-weight: 500; --p= aper-font-code1_-_line-height: 20px; } 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paper-dialog-scrollable.no-padding { padding: 0px; --pap= er-dialog-scrollable_-_padding: 0; } colab-dialog h2 { margin: 0px; position: relative; font-family: var(--paper= -font-title_-_font-family); -webkit-font-smoothing: var(--paper-font-title_= -_-webkit-font-smoothing); white-space: var(--paper-font-title_-_white-spac= e); overflow: var(--paper-font-title_-_overflow); text-overflow: var(--pape= r-font-title_-_text-overflow); font-size: var(--paper-font-title_-_font-siz= e); font-weight: var(--paper-font-title_-_font-weight); line-height: var(--= paper-font-title_-_line-height); } .tab-pane-header paper-tabs { position: relative; padding: 0px 4px 0px 8px;= --paper-icon-buttons_-_background: #1a73e8; --paper-icon-buttons_-_border-= radius: 50%; --paper-icon-buttons_-_color: white; --paper-icon-buttons_-_he= ight: 20px; --paper-icon-buttons_-_padding: 2px; --paper-icon-buttons_-_pos= ition: absolute; --paper-icon-buttons_-_width: 20px; --paper-icon-button-le= ft_-_left: 0; --paper-icon-button-left_-_z-index: 1; --paper-icon-button-ri= ght_-_right: -3px; } .colab-open-dialog paper-tabs { --paper-icon-buttons_-_background: var(--pa= per-orange-700); --paper-icon-buttons_-_border-radius: 50%; --paper-icon-bu= ttons_-_color: white; --paper-icon-buttons_-_height: 20px; --paper-icon-but= tons_-_padding: 2px; --paper-icon-buttons_-_position: absolute; --paper-ico= n-buttons_-_width: 20px; --paper-icon-button-left_-_left: 0; --paper-icon-b= utton-left_-_z-index: 1; --paper-icon-button-right_-_right: -3px; } .command-palette { box-shadow: var(--shadow-elevation-16dp_-_box-shadow); -= -paper-input-container-shared-input-style_-_font-size: var(--colab-chrome-f= ont-size); --paper-input-container-shared-input-style_-_padding: 0 4px; --p= aper-input-container-shared-input-style_-_width: 100%; --paper-input-contai= ner-shared-input-style_-_position: initial; --paper-input-container-shared-= input-style_-_outline: initial; --paper-input-container-shared-input-style_= 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------MultipartBoundary--VnmxKC5aBZ8rfWq9DfowEo2UCPRtGHCKH3DiKJcLwy---- Content-Type: text/css Content-Transfer-Encoding: quoted-printable Content-Location: cid:css-5ec12a89-051a-4959-932a-32edb243d2f0@mhtml.blink @charset "utf-8"; html { --colab-code-font-family: monospace; --google-orange-600: #e8710a; -= -google-yellow-600: #f9ab00; --code-cell-background: #f7f7f7; --colab-ancho= r-color: #00e; --colab-border-color: #dadada; --colab-bold-border-color: #1= 11; --colab-divider-color: var(--paper-grey-400); --colab-debugger-line-col= or: var(--paper-red-100); --colab-editor-focus-color: var(--paper-grey-200)= ; --colab-highlighted-surface-color: var(--paper-grey-300); --colab-icon-co= lor: var(--paper-grey-700); --colab-input-placeholder-color: var(--colab-se= condary-text-color); --colab-primary-surface-color: var(--paper-white); --c= olab-primary-text-color: var(--paper-grey-900); --colab-secondary-text-colo= r: #616161; --colab-tertiary-text-color: var(--paper-grey-600); --colab-sec= ondary-surface-color: #f7f7f7; --colab-scrollbar-color: rgba(0, 0, 0, 0.1);= --colab-gutter-icon-color: var(--paper-grey-400); --colab-active-execution= -icon-color: var(--paper-grey-800); --colab-code-match-highlight: #fcfad6; = --colab-code-match-selected-highlight: #ccf; --colab-codemirror-function-co= lor: #30a; --colab-error-icon-color: var(--paper-red-a700); --colab-codemir= ror-active-line-background-color: #e8f2ff; --colab-title-color: #000; --col= ab-toolbar-button-color: var(--paper-grey-800); --colab-form-field-underlin= e-color: var(--paper-grey-600); --colab-left-pane-icon-highlight-background= : #fff0c9; --colab-left-pane-section-highlight: #ffd836; --colab-editor-foc= us-border-thickness: 2px; --ansi-black: rgb(0, 0, 0); --ansi-red: rgb(139, = 0, 0); --ansi-green: rgb(0, 100, 0); --ansi-yellow: rgb(205, 205, 0); --ans= i-blue: rgb(0, 0, 238); --ansi-magenta: rgb(205, 0, 205); --ansi-cyan: rgb(= 70, 130, 180); --ansi-gray: rgb(229, 229, 229); --ansi-bright-black: rgb(12= 7, 127, 127); --ansi-bright-red: rgb(255, 0, 0); --ansi-bright-green: rgb(0= , 208, 0); --ansi-bright-yellow: rgb(255, 255, 0); --ansi-bright-blue: rgb(= 92, 92, 255); --ansi-bright-magenta: rgb(255, 0, 255); --ansi-bright-cyan: = rgb(0, 255, 255); --ansi-bright-gray: rgb(255, 255, 255); --colab-input-bor= der-color: #a9a9a9; --colab-logo-dark: var(--google-orange-600); --colab-lo= go-light: var(--google-yellow-600); --colab-status-okay: #00c752; --colab-s= tatus-error: #e51c23; --colab-status-warning: #f09300; --colab-chrome-font-= family: "Roboto", "Noto", sans-serif; --colab-google-sans-font-family: "Goo= gle Sans", "Roboto", "Noto", sans-serif; --colab-chrome-font-size: 14px; --= colab-icon-hover-color: var(--colab-primary-text-color); --colab-fresh-exec= ution-count-color: var(--colab-primary-text-color); --colab-stale-execution= -count-color: var(--colab-input-placeholder-color); --primary-text-color: v= ar(--colab-primary-text-color); --light-theme-secondary-color: var(--colab-= secondary-text-color); --primary-background-color: var(--colab-primary-surf= ace-color); --paper-slider-active-color: var(--primary-color); --paper-slid= er-knob-color: var(--primary-color); --paper-tabs-selection-bar-color: #1a7= 3e8; --primary-color: var(--google-blue-500); --google-grey-800: #3c4043; -= -google-blue-900: #174ea6; --hairline-button-primary: var(--primary-color);= --hairline-button-secondary: var(--google-blue-900); --hairline-button-ove= rlay-hovered: #4285f40a; --hairline-button-disabled-label: #3C404361; --hai= rline-button-disabled-container: #3C40431f; --mdc-theme-primary: var(--prim= ary-color); } html[theme=3D"dark"] { --colab-anchor-color: var(--paper-blue-400); --code-= cell-background: #1e1e1e; --colab-border-color: var(--paper-grey-900); --co= lab-bold-border-color: #eee; --colab-divider-color: var(--paper-grey-700); = --colab-debugger-line-color: var(--paper-red-900); --colab-editor-focus-col= or: #282828; --colab-highlighted-surface-color: #525252; --colab-icon-color= : var(--paper-grey-100); --colab-input-placeholder-color: var(--paper-grey-= 500); --colab-primary-surface-color: #383838; --colab-primary-text-color: #= d5d5d5; --colab-secondary-text-color: #f7f7f7; --colab-tertiary-text-color:= var(--paper-grey-500); --colab-secondary-surface-color: #454545; --colab-s= crollbar-color: rgba(255, 255, 255, 0.2); --colab-gutter-icon-color: var(--= paper-grey-700); --colab-active-execution-icon-color: var(--colab-icon-colo= r); --colab-code-match-highlight: var(--paper-grey-800); --colab-code-match= -selected-highlight: var(--paper-blue-grey-800); --colab-codemirror-functio= n-color: #a883ff; --colab-error-icon-color: var(--paper-red-400); --colab-c= odemirror-active-line-background-color: #373831; --colab-title-color: #fff;= --colab-toolbar-button-color: var(--paper-grey-200); --colab-form-field-un= derline-color: var(--paper-grey-400); --colab-left-pane-icon-highlight-back= ground: #63472b; --colab-left-pane-section-highlight: #ffd836; --ansi-black= : rgb(127, 127, 127); --ansi-red: rgb(255, 122, 136); --ansi-green: rgb(87,= 187, 138); --ansi-yellow: rgb(255, 255, 102); --ansi-blue: rgb(130, 177, 2= 55); --ansi-magenta: rgb(205, 0, 205); --ansi-cyan: rgb(153, 187, 215); --a= nsi-gray: rgb(229, 229, 229); --ansi-bright-green: rgb(0, 255, 0); --error-= color: var(--paper-deep-orange-a100); --primary-color: var(--colab-anchor-c= olor); --hairline-button-primary: var(--primary-color); --hairline-button-s= econdary: var(--google-blue-300); --hairline-button-overlay-hovered: #42a5f= 50a; --hairline-button-disabled-label: #9e9e9e80; --hairline-button-disable= d-container: #9e9e9e80; } @media (prefers-color-scheme: dark) { html[theme=3D"adaptive"] { --colab-anchor-color: var(--paper-blue-400); -= -code-cell-background: #1e1e1e; --colab-border-color: var(--paper-grey-900)= ; --colab-bold-border-color: #eee; --colab-divider-color: var(--paper-grey-= 700); 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lbar-button-color: var(--paper-grey-200); --colab-form-field-underline-colo= r: var(--paper-grey-400); --colab-left-pane-icon-highlight-background: #634= 72b; --colab-left-pane-section-highlight: #ffd836; --ansi-black: rgb(63, 63= , 63); --ansi-red: rgb(255, 122, 136); --ansi-green: rgb(87, 187, 138); --a= nsi-yellow: rgb(255, 255, 102); --ansi-blue: rgb(130, 177, 255); --ansi-mag= enta: rgb(205, 0, 205); --ansi-cyan: rgb(153, 187, 215); --ansi-gray: rgb(2= 29, 229, 229); --error-color: var(--paper-deep-orange-a100); --primary-colo= r: var(--colab-anchor-color); --hairline-button-primary: var(--primary-colo= r); --hairline-button-secondary: var(--google-blue-300); --hairline-button-= overlay-hovered: #42a5f50a; --hairline-button-disabled-label: #9e9e9e80; --= hairline-button-disabled-container: #9e9e9e80; } } html[editor=3D"high contrast dark"] { --code-cell-background: #000; --colab= -editor-focus-color: #f38518; --colab-editor-focus-border-thickness: 1px; } html[editor=3D"monokai"] { 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left bottom repeat-x; } .monaco-editor .squiggly-info { background: url("data:image/svg+xml,%3Csvg%= 20xmlns%3D'http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg'%20viewBox%3D'0%200%206%203= '%20enable-background%3D'new%200%200%206%203'%20height%3D'3'%20width%3D'6'%= 3E%3Cg%20fill%3D'%2375beff'%3E%3Cpolygon%20points%3D'5.5%2C0%202.5%2C3%201.= 1%2C3%204.1%2C0'%2F%3E%3Cpolygon%20points%3D'4%2C0%206%2C2%206%2C0.6%205.4%= 2C0'%2F%3E%3Cpolygon%20points%3D'0%2C2%201%2C3%202.4%2C3%200%2C0.6'%2F%3E%3= C%2Fg%3E%3C%2Fsvg%3E") left bottom repeat-x; } .monaco-editor .squiggly-hint { background: url("data:image/svg+xml,%3Csvg%= 20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20height%3D%223%22%20w= idth%3D%2212%22%3E%3Cg%20fill%3D%22%236c6c6c%22%3E%3Ccircle%20cx%3D%221%22%= 20cy%3D%221%22%20r%3D%221%22%2F%3E%3Ccircle%20cx%3D%225%22%20cy%3D%221%22%2= 0r%3D%221%22%2F%3E%3Ccircle%20cx%3D%229%22%20cy%3D%221%22%20r%3D%221%22%2F%= 3E%3C%2Fg%3E%3C%2Fsvg%3E") left bottom no-repeat; } .monaco-editor.showUnused 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box-shadow: rgb(221, 22= 1, 221) -6px 0px 5px -5px; } .monaco-editor .bracket-match { background-color: rgba(0, 100, 0, 0.1); } .monaco-editor .bracket-match { border: 1px solid rgb(185, 185, 185); } .monaco-editor .contentWidgets .codicon-lightbulb { color: rgb(221, 177, 0)= ; } .monaco-editor .contentWidgets .codicon-lightbulb-autofix { color: rgb(0, 1= 22, 204); } .monaco-editor .codelens-decoration { color: rgb(153, 153, 153); } .monaco-editor .codelens-decoration .codicon { color: rgb(153, 153, 153); } .monaco-editor .codelens-decoration > a:hover { color: rgb(0, 0, 255) !impo= rtant; } .monaco-editor .codelens-decoration > a:hover .codicon { color: rgb(0, 0, 2= 55) !important; } .codicon-symbol-array { color: rgb(97, 97, 97) !important; } .codicon-symbol-boolean { color: rgb(97, 97, 97) !important; } .codicon-symbol-class { color: rgb(214, 126, 0) !important; } .codicon-symbol-method { color: rgb(101, 45, 144) !important; } .codicon-symbol-color { color: rgb(97, 97, 97) !important; } .codicon-symbol-constant { color: rgb(97, 97, 97) !important; } .codicon-symbol-constructor { color: rgb(101, 45, 144) !important; } .codicon-symbol-value, .codicon-symbol-enum { color: rgb(214, 126, 0) !impo= rtant; } .codicon-symbol-enum-member { color: rgb(0, 122, 204) !important; } .codicon-symbol-event { color: rgb(214, 126, 0) !important; } .codicon-symbol-field { color: rgb(0, 122, 204) !important; } .codicon-symbol-file { color: rgb(97, 97, 97) !important; } .codicon-symbol-folder { color: rgb(97, 97, 97) !important; } .codicon-symbol-function { color: rgb(101, 45, 144) !important; } .codicon-symbol-interface { color: rgb(0, 122, 204) !important; } .codicon-symbol-key { color: rgb(97, 97, 97) !important; } .codicon-symbol-keyword { color: rgb(97, 97, 97) !important; } .codicon-symbol-module { color: rgb(97, 97, 97) !important; } .codicon-symbol-namespace { color: rgb(97, 97, 97) !important; } .codicon-symbol-null { color: rgb(97, 97, 97) !important; } .codicon-symbol-number { color: rgb(97, 97, 97) !important; } .codicon-symbol-object { color: rgb(97, 97, 97) !important; } .codicon-symbol-operator { color: rgb(97, 97, 97) !important; } .codicon-symbol-package { color: rgb(97, 97, 97) !important; } .codicon-symbol-property { color: rgb(97, 97, 97) !important; } .codicon-symbol-reference { color: rgb(97, 97, 97) !important; } .codicon-symbol-snippet { color: rgb(97, 97, 97) !important; } .codicon-symbol-string { color: rgb(97, 97, 97) !important; } .codicon-symbol-struct { color: rgb(97, 97, 97) !important; } .codicon-symbol-text { color: rgb(97, 97, 97) !important; } .codicon-symbol-type-parameter { color: rgb(97, 97, 97) !important; } .codicon-symbol-unit { color: rgb(97, 97, 97) !important; } .codicon-symbol-variable { color: rgb(0, 122, 204) !important; } .monaco-editor .findOptionsWidget { background-color: rgb(243, 243, 243); } .monaco-editor .findOptionsWidget { color: rgb(97, 97, 97); } .monaco-editor .findOptionsWidget { box-shadow: rgb(168, 168, 168) 0px 2px = 8px; } .monaco-editor .findMatch { background-color: rgba(234, 92, 0, 0.33); } .monaco-editor .currentFindMatch { background-color: rgb(168, 172, 148); } .monaco-editor .findScope { background-color: rgba(180, 180, 180, 0.3); } .monaco-editor .find-widget { background-color: rgb(243, 243, 243); } .monaco-editor .find-widget { box-shadow: rgb(168, 168, 168) 0px 2px 8px; } .monaco-editor .find-widget { color: rgb(97, 97, 97); } .monaco-editor .find-widget.no-results .matchesCount { color: rgb(161, 38, = 13); } .monaco-editor .find-widget .monaco-sash { background-color: rgb(200, 200, = 200); margin-left: -4px; width: 3px !important; } .monaco-editor .find-widget .monaco-inputbox.synthetic-focus { outline-colo= r: rgba(0, 122, 204, 0.4); } .monaco-editor .folded-background { background-color: rgba(173, 214, 255, 0= .3); } .monaco-editor .detected-link-active { color: rgb(0, 0, 255) !important; } .monaco-editor .monaco-editor-overlaymessage .anchor { border-top-color: rg= b(0, 122, 204); } .monaco-editor .monaco-editor-overlaymessage .message { border: 1px solid r= gb(0, 122, 204); } .monaco-editor .monaco-editor-overlaymessage .message { background-color: r= gb(214, 236, 242); } .monaco-editor .parameter-hints-widget { border: 1px solid rgb(200, 200, 20= 0); } .monaco-editor .parameter-hints-widget.multiple .body { border-left: 1px so= lid rgba(200, 200, 200, 0.5); } .monaco-editor .parameter-hints-widget .signature.has-docs { border-bottom:= 1px solid rgba(200, 200, 200, 0.5); } .monaco-editor .parameter-hints-widget { background-color: rgb(243, 243, 24= 3); } .monaco-editor .parameter-hints-widget a { color: rgb(0, 106, 177); } .monaco-editor .parameter-hints-widget { color: rgb(97, 97, 97); } .monaco-editor .parameter-hints-widget code { background-color: rgba(220, 2= 20, 220, 0.4); } .monaco-editor .suggest-widget .monaco-list .monaco-list-row .monaco-highli= ghted-label .highlight { color: rgb(0, 102, 191); } .monaco-editor .suggest-widget { color: rgb(0, 0, 0); } .monaco-editor .suggest-widget a { color: rgb(0, 106, 177); } .monaco-editor .suggest-widget code { background-color: rgba(220, 220, 220,= 0.4); } .monaco-editor .focused .selectionHighlight { background-color: rgba(173, 2= 14, 255, 0.3); } .monaco-editor .selectionHighlight { background-color: rgba(173, 214, 255, = 0.15); } .monaco-editor .wordHighlight { background-color: rgba(87, 87, 87, 0.25); } .monaco-editor .wordHighlightStrong { background-color: rgba(14, 99, 156, 0= .25); } .monaco-editor .accessibilityHelpWidget { background-color: rgb(243, 243, 2= 43); } .monaco-editor .accessibilityHelpWidget { color: rgb(97, 97, 97); } .monaco-editor .accessibilityHelpWidget { box-shadow: rgb(168, 168, 168) 0p= x 2px 8px; } .monaco-editor .tokens-inspect-widget { border: 1px solid rgb(200, 200, 200= ); } .monaco-editor .tokens-inspect-widget .tokens-inspect-separator { backgroun= d-color: rgb(200, 200, 200); } .monaco-editor .tokens-inspect-widget { background-color: rgb(243, 243, 243= ); } .monaco-editor .tokens-inspect-widget { color: rgb(97, 97, 97); } .monaco-editor .reference-zone-widget .ref-tree .referenceMatch .highlight = { background-color: rgba(234, 92, 0, 0.3); } .monaco-editor .reference-zone-widget .preview .reference-decoration { back= ground-color: rgba(245, 216, 2, 0.87); } .monaco-editor .reference-zone-widget .ref-tree { background-color: rgb(243= , 243, 243); } .monaco-editor .reference-zone-widget .ref-tree { color: rgb(100, 100, 101)= ; } .monaco-editor .reference-zone-widget .ref-tree .reference-file { color: rg= b(30, 30, 30); } .monaco-editor .reference-zone-widget .ref-tree .monaco-list:focus .monaco-= list-rows > .monaco-list-row.selected:not(.highlighted) { background-color:= rgba(51, 153, 255, 0.2); } .monaco-editor .reference-zone-widget .ref-tree .monaco-list:focus .monaco-= list-rows > .monaco-list-row.selected:not(.highlighted) { color: rgb(108, 1= 08, 108) !important; } .monaco-editor .reference-zone-widget .preview .monaco-editor .monaco-edito= r-background, .monaco-editor .reference-zone-widget .preview .monaco-editor= .inputarea.ime-input { background-color: rgb(242, 248, 252); } .monaco-editor .reference-zone-widget .preview .monaco-editor .margin { bac= kground-color: rgb(242, 248, 252); } .monaco-editor .goto-definition-link { color: rgb(0, 0, 255) !important; } .monaco-editor .zone-widget .codicon-error, .markers-panel .marker-icon.cod= icon-error, .extensions-viewlet > .extensions .codicon-error, .monaco-dialo= g-box .dialog-message-row .codicon-error { color: rgb(229, 20, 0); } .monaco-editor .zone-widget .codicon-warning, .markers-panel .marker-icon.c= odicon-warning, .extensions-viewlet > .extensions .codicon-warning, .extens= ion-editor .codicon-warning, .monaco-dialog-box .dialog-message-row .codico= n-warning { color: rgb(233, 167, 0); } .monaco-editor .zone-widget .codicon-info, .markers-panel .marker-icon.codi= con-info, .extensions-viewlet > 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Content-Location: https://colab.research.google.com/v2/external/bundle.css?vrz=colab-20210507-060057-RC00_372525719 @charset "utf-8"; html { --paper-blue-200:#90caf9; --paper-blue-400:#42a5f5; --paper-blue-500= :#2196f3; --paper-blue-700:#1976d2; --paper-blue-900:#0d47a1; --paper-blue-= a100:#82b1ff; --paper-blue-a200:#448aff; --paper-blue-a400:#2979ff; --paper= -blue-a700:#2962ff; --paper-orange-50:#fff3e0; --paper-orange-100:#ffe0b2; = --paper-orange-200:#ffcc80; --paper-orange-300:#ffb74d; --paper-orange-400:= #ffa726; --paper-orange-500:#ff9800; --paper-orange-700:#f57c00; --paper-gr= ey-50:#fafafa; --paper-grey-100:#f5f5f5; --paper-grey-200:#eeeeee; --paper-= grey-300:#e0e0e0; --paper-grey-400:#bdbdbd; --paper-grey-500:#9e9e9e; --pap= er-grey-600:#757575; --paper-grey-700:#616161; --paper-grey-800:#424242; --= paper-grey-900:#212121; --paper-red-100:#ffcdd2; --paper-red-a700:#d50000; = --paper-green-a700:#00c853; --paper-white:#ffffff; --google-blue-500:#4285f= 4; --box-shadow-elevation-2dp:0 2px 2px 0 rgba(0,0,0,0.14),0 1px 5px 0 rgba= (0,0,0,0.12),0 3px 1px -2px rgba(0,0,0,0.2); --box-shadow-elevation-3dp:0 3= px 4px 0 rgba(0,0,0,0.14),0 1px 8px 0 rgba(0,0,0,0.12),0 3px 3px -2px rgba(= 0,0,0,0.4); --paper-font-subhead-font-size:16px; --paper-font-subhead-font-= weight:400; --paper-font-subhead-line-height:24px; --paper-font-body1-font-= weight:400; --paper-font-body1-line-height:20px; } .picker-frame { width: 100%; height: 100%; border: 0px; overflow: hidden; } .picker.modal-dialog-bg { position: absolute; top: 0px; left: 0px; backgrou= nd-color: rgb(255, 255, 255); } .picker.modal-dialog { position: absolute; top: 0px; left: 0px; background-= color: rgb(255, 255, 255); border: 1px solid rgb(172, 172, 172); width: aut= o; padding: 0px; z-index: 1001; overflow: auto; box-shadow: rgba(0, 0, 0, 0= .2) 0px 4px 16px; transition: top 0.5s ease-in-out 0s; } .picker-min { position: absolute; z-index: 1002; } .picker.modal-dialog-content { font-size: 0px; padding: 0px; } .picker.modal-dialog-title { height: 0px; margin: 0px; } .picker.modal-dialog-title-text { display: none; } .picker.modal-dialog-buttons { display: none; } .apps-share-sprite { background-image: url("//ssl.gstatic.com/docs/document= s/share/images/sprite-22.svg"); } .goog-inline-block { position: relative; display: inline-block; } * html .goog-inline-block { display: inline; } :first-child + html .goog-inline-block { display: inline; } .goog-modalpopup, .modal-dialog { box-shadow: rgba(0, 0, 0, 0.2) 0px 4px 16= px; background: padding-box rgb(255, 255, 255); border: 1px solid rgba(0, 0= , 0, 0.333); outline: 0px; position: absolute; } .goog-modalpopup-bg, .modal-dialog-bg { background: rgb(255, 255, 255); lef= t: 0px; position: absolute; top: 0px; } div.goog-modalpopup-bg, div.modal-dialog-bg { opacity: 0.75; } .modal-dialog { color: rgb(0, 0, 0); padding: 30px 42px; } .modal-dialog-title { background-color: rgb(255, 255, 255); color: rgb(0, 0= , 0); cursor: default; font-size: 16px; font-weight: normal; line-height: 2= 4px; margin: 0px 0px 16px; } .modal-dialog-title-close { height: 11px; opacity: 0.7; padding: 17px; posi= tion: absolute; right: 0px; top: 0px; width: 11px; } .modal-dialog-title-close::after { content: ""; background: url("//ssl.gsta= tic.com/ui/v1/dialog/close-x.png"); position: absolute; height: 11px; width= : 11px; right: 17px; } .modal-dialog-title-close:hover { opacity: 1; } .modal-dialog-content { background-color: rgb(255, 255, 255); line-height: = 1.4em; overflow-wrap: break-word; } .modal-dialog-buttons { margin-top: 16px; } .modal-dialog-buttons button { border-radius: 2px; background-color: rgb(24= 5, 245, 245); background-image: -webkit-linear-gradient(top, rgb(245, 245, = 245), rgb(241, 241, 241)); border: 1px solid rgba(0, 0, 0, 0.1); color: rgb= (68, 68, 68); cursor: default; font-family: inherit; font-size: 11px; font-= weight: bold; height: 29px; line-height: 27px; margin: 0px 16px 0px 0px; mi= n-width: 72px; outline: 0px; padding: 0px 8px; } .modal-dialog-buttons button:hover, .modal-dialog-buttons button:active { b= ox-shadow: rgba(0, 0, 0, 0.1) 0px 1px 1px; background-color: rgb(248, 248, = 248); background-image: -webkit-linear-gradient(top, rgb(248, 248, 248), rg= b(241, 241, 241)); border: 1px solid rgb(198, 198, 198); color: rgb(51, 51,= 51); } .modal-dialog-buttons button:active { box-shadow: rgba(0, 0, 0, 0.1) 0px 1p= x 2px inset; } .modal-dialog-buttons button:focus { border: 1px solid rgb(77, 144, 254); } .modal-dialog-buttons button[disabled] { box-shadow: none; background: none= rgb(255, 255, 255); border: 1px solid rgba(0, 0, 0, 0.05); color: rgb(184,= 184, 184); } .modal-dialog-buttons .goog-buttonset-action { background-color: rgb(77, 14= 4, 254); background-image: -webkit-linear-gradient(top, rgb(77, 144, 254), = rgb(71, 135, 237)); border: 1px solid rgb(48, 121, 237); color: rgb(255, 25= 5, 255); } .modal-dialog-buttons .goog-buttonset-action:hover, .modal-dialog-buttons .= goog-buttonset-action:active { background-color: rgb(53, 122, 232); backgro= und-image: -webkit-linear-gradient(top, rgb(77, 144, 254), rgb(53, 122, 232= )); border: 1px solid rgb(47, 91, 183); color: rgb(255, 255, 255); } .modal-dialog-buttons .goog-buttonset-action:active { box-shadow: rgba(0, 0= , 0, 0.3) 0px 1px 2px inset; } .modal-dialog-buttons .goog-buttonset-action:focus { box-shadow: rgb(255, 2= 55, 255) 0px 0px 0px 1px inset; border: 1px solid rgba(0, 0, 0, 0); outline= : rgba(0, 0, 0, 0) 0px; } .modal-dialog-buttons .goog-buttonset-action[disabled] { box-shadow: none; = background: rgb(77, 144, 254); color: rgb(255, 255, 255); opacity: 0.5; } .jfk-alert, .jfk-confirm, .jfk-prompt { width: 512px; } .share-client-dialog { max-height: 100%; overflow: auto; box-sizing: border= -box; width: auto !important; } * html .share-client-dialog { max-height: none !important; overflow: visibl= e !important; } :first-child + html .share-client-dialog { max-height: none !important; ove= rflow: visible !important; } .share-client-dialog .modal-dialog-content { padding: 0px; } .share-client-dialog .modal-dialog-title { padding: 0px; } .share-client-dialog .share-client-dialog-hidden-title { height: 0px; margi= n: 0px; padding: 0px; } .share-client-dialog .modal-dialog-title { font-family: arial, sans-serif; = font-weight: normal; } .share-client-content-iframe { display: flex; height: 100%; width: 100%; bo= rder: none; } .share-client-dialog .modal-dialog-buttons { display: none; } .share-client-error-dialog { font-family: arial, sans-serif; font-size: 12p= x; width: 400px; } .share-client-loading-contents { height: 99px; text-align: center; width: 4= 54px; } .share-client-spinner { background-image: url("//ssl.gstatic.com/docs/docum= ents/share/images/spinner-1.gif"); display: inline-block; margin-top: 41px;= width: 16px; height: 16px; } .inline-share-ui-status { font-size: 12pt; font-weight: bold; height: 19px;= padding: 5px 10px; background-color: rgb(241, 244, 255); } .inline-share-ui-overlay { position: absolute; z-index: 150; background-col= or: rgb(255, 255, 255); opacity: 0; } .share-client-panel-dialog-share { height: 100%; width: 100%; } .share-client-panel-dialog-overlay { position: absolute; z-index: 150; } .share-client-offscreen { position: absolute !important; left: -10000px !im= portant; top: -10000px !important; } .share-client-loading-dialog { font-family: arial, sans-serif; } .share-client-debug { display: none; position: absolute; bottom: 0px; right= : 0px; color: rgb(119, 119, 119); font-size: 10px; } .team-drive-share-client-dialog { border: none; border-radius: 2px; box-sha= dow: rgba(0, 0, 0, 0.14) 0px 24px 38px 3px, rgba(0, 0, 0, 0.12) 0px 9px 46p= x 8px, rgba(0, 0, 0, 0.2) 0px 11px 15px -7px; padding: 0px; } .full-screen-share-client-dialog { height: 100vh; overflow: hidden; backgro= und-color: transparent !important; border: none !important; padding: 0px !i= mportant; width: 100vw !important; } .full-screen-share-client-dialog .modal-dialog-content { background: transp= arent; height: 100%; width: 100%; } .modal-dialog.share-client-dialog.team-drive-share-client-dialog { padding:= 0px; } .full-screen-share-client-dialog .modal-dialog-title, .team-drive-share-cli= ent-dialog .modal-dialog-title { display: none; } .goog-menu { background: rgb(255, 255, 255); border-color: rgb(204, 204, 20= 4) rgb(102, 102, 102) rgb(102, 102, 102) rgb(204, 204, 204); border-style: = solid; border-width: 1px; cursor: default; font: 13px Arial, sans-serif; ma= rgin: 0px; outline: none; padding: 4px 0px; position: absolute; z-index: 20= 000; } .goog-menubar { cursor: default; outline: none; position: relative; white-s= pace: nowrap; background: rgb(255, 255, 255); } .goog-menubar .goog-menu-button { padding: 1px; margin: 0px; outline: none;= background: rgb(255, 255, 255); border: 1px solid rgb(255, 255, 255); } .goog-menubar .goog-menu-button-dropdown { display: none; } .goog-menubar .goog-menu-button-outer-box { border: none; } .goog-menubar .goog-menu-button-inner-box { border: none; } .goog-menubar .goog-menu-button-hover { background: rgb(238, 238, 238); bor= der: 1px solid rgb(238, 238, 238); } .goog-menubar .goog-menu-button-open { background: rgb(255, 255, 255); bord= er-left: 1px solid rgb(204, 204, 204); border-right: 1px solid rgb(204, 204= , 204); } .goog-menubar .goog-menu-button-disabled { color: rgb(204, 204, 204); } .goog-menu-button { background: url("//ssl.gstatic.com/editor/button-bg.png= ") left top repeat-x rgb(221, 221, 221); border: 0px; color: rgb(0, 0, 0); = cursor: pointer; list-style: none; margin: 2px; outline: none; padding: 0px= ; text-decoration: none; vertical-align: middle; } .goog-menu-button-outer-box, .goog-menu-button-inner-box { border-style: so= lid; border-color: rgb(170, 170, 170); vertical-align: top; } .goog-menu-button-outer-box { margin: 0px; border-width: 1px 0px; padding: = 0px; } .goog-menu-button-inner-box { margin: 0px -1px; border-width: 0px 1px; padd= ing: 3px 4px; } * html .goog-menu-button-inner-box { left: -1px; } * html .goog-menu-button-rtl .goog-menu-button-outer-box { left: -1px; righ= t: auto; } * html .goog-menu-button-rtl .goog-menu-button-inner-box { right: auto; } :first-child + html .goog-menu-button-inner-box { left: -1px; } :first-child + html .goog-menu-button-rtl .goog-menu-button-inner-box { lef= t: 1px; right: auto; } .goog-menu-button-disabled { opacity: 0.3; background-image: none !importan= t; } .goog-menu-button-disabled .goog-menu-button-outer-box, .goog-menu-button-d= isabled .goog-menu-button-inner-box, .goog-menu-button-disabled .goog-menu-= button-caption, .goog-menu-button-disabled .goog-menu-button-dropdown { col= or: rgb(51, 51, 51) !important; border-color: rgb(153, 153, 153) !important= ; } * html .goog-menu-button-disabled { margin: 2px 1px !important; padding: 0p= x 1px !important; } :first-child + html .goog-menu-button-disabled { margin: 2px 1px !important= ; padding: 0px 1px !important; } .goog-menu-button-hover .goog-menu-button-outer-box, .goog-menu-button-hove= r .goog-menu-button-inner-box { border-color: rgb(153, 204, 255) rgb(102, 1= 53, 238) rgb(102, 153, 238) rgb(119, 170, 255) !important; } .goog-menu-button-active, .goog-menu-button-open { background-color: rgb(18= 7, 187, 187); background-position: left bottom; } .goog-menu-button-focused .goog-menu-button-outer-box, .goog-menu-button-fo= cused .goog-menu-button-inner-box { border-color: orange; } .goog-menu-button-caption { padding: 0px 4px 0px 0px; vertical-align: top; = } .goog-menu-button-dropdown { height: 15px; width: 7px; background: url("//s= sl.gstatic.com/editor/editortoolbar.png") -388px 0px no-repeat; vertical-al= ign: top; } .goog-menu-button-collapse-right, .goog-menu-button-collapse-right .goog-me= nu-button-outer-box, .goog-menu-button-collapse-right .goog-menu-button-inn= er-box { margin-right: 0px; } .goog-menu-button-collapse-left, .goog-menu-button-collapse-left .goog-menu= -button-outer-box, .goog-menu-button-collapse-left .goog-menu-button-inner-= box { margin-left: 0px; } .goog-menu-button-collapse-left .goog-menu-button-inner-box { border-left: = 1px solid rgb(255, 255, 255); } .goog-menu-button-collapse-left.goog-menu-button-checked .goog-menu-button-= inner-box { border-left: 1px solid rgb(221, 221, 221); } .goog-menuitem { color: rgb(0, 0, 0); font: 13px Arial, sans-serif; list-st= yle: none; margin: 0px; padding: 4px 7em 4px 28px; white-space: nowrap; } .goog-menuitem.goog-menuitem-rtl { padding-left: 7em; padding-right: 28px; = } .goog-menu-nocheckbox .goog-menuitem, .goog-menu-noicon .goog-menuitem { pa= dding-left: 12px; } .goog-menu-noaccel .goog-menuitem { padding-right: 20px; } .goog-menuitem-content { color: rgb(0, 0, 0); font: 13px Arial, sans-serif;= } .goog-menuitem-disabled .goog-menuitem-accel, .goog-menuitem-disabled .goog= -menuitem-content { color: rgb(204, 204, 204) !important; } .goog-menuitem-disabled .goog-menuitem-icon { opacity: 0.3; } .goog-menuitem-highlight, .goog-menuitem-hover { background-color: rgb(214,= 233, 248); border-color: rgb(214, 233, 248); border-style: dotted; border-= width: 1px 0px; padding-bottom: 3px; padding-top: 3px; } .goog-menuitem-checkbox, .goog-menuitem-icon { background-repeat: no-repeat= ; height: 16px; left: 6px; position: absolute; right: auto; vertical-align:= middle; width: 16px; } .goog-menuitem-rtl .goog-menuitem-checkbox, .goog-menuitem-rtl .goog-menuit= em-icon { left: auto; right: 6px; } .goog-option-selected .goog-menuitem-checkbox, .goog-option-selected .goog-= menuitem-icon { background: url("//ssl.gstatic.com/editor/editortoolbar.png= ") -512px 0px no-repeat; } .goog-menuitem-accel { color: rgb(153, 153, 153); direction: ltr; left: aut= o; padding: 0px 6px; position: absolute; right: 0px; text-align: right; } .goog-menuitem-rtl .goog-menuitem-accel { left: 0px; right: auto; text-alig= n: left; } .goog-menuitem-mnemonic-hint { text-decoration: underline; } .goog-menuitem-mnemonic-separator { color: rgb(153, 153, 153); font-size: 1= 2px; padding-left: 4px; } .goog-menuseparator { border-top: 1px solid rgb(204, 204, 204); margin: 4px= 0px; padding: 0px; } .goog-submenu-arrow { color: rgb(0, 0, 0); left: auto; padding-right: 6px; = position: absolute; right: 0px; text-align: right; } .goog-menuitem-rtl .goog-submenu-arrow { text-align: left; left: 0px; right= : auto; padding-left: 6px; } .goog-menuitem-disabled .goog-submenu-arrow { color: rgb(204, 204, 204); } .goog-toolbar { background: url("//ssl.gstatic.com/editor/toolbar-bg.png") = left bottom repeat-x rgb(250, 250, 250); border-bottom: 1px solid rgb(213, = 213, 213); cursor: default; font: 12px Arial, sans-serif; margin: 0px; outl= ine: none; padding: 2px; position: relative; zoom: 1; } .goog-toolbar-button { margin: 0px 2px; border: 0px; padding: 0px; font-fam= ily: Arial, sans-serif; color: rgb(51, 51, 51); text-decoration: none; list= -style: none; vertical-align: middle; cursor: default; outline: none; } .goog-toolbar-button-outer-box, .goog-toolbar-button-inner-box { border: 0p= x; vertical-align: top; } .goog-toolbar-button-outer-box { margin: 0px; padding: 1px 0px; } .goog-toolbar-button-inner-box { margin: 0px -1px; padding: 3px 4px; } * html .goog-toolbar-button-inner-box { left: -1px; } * html .goog-toolbar-button-rtl .goog-toolbar-button-outer-box { left: -1px= ; } * html .goog-toolbar-button-rtl .goog-toolbar-button-inner-box { right: aut= o; } :first-child + html .goog-toolbar-button-inner-box { left: -1px; } :first-child + html .goog-toolbar-button-rtl .goog-toolbar-button-inner-box= { left: 1px; right: auto; } .goog-toolbar-button-disabled { opacity: 0.3; } .goog-toolbar-button-disabled .goog-toolbar-button-outer-box, .goog-toolbar= -button-disabled .goog-toolbar-button-inner-box { color: rgb(51, 51, 51) !i= mportant; border-color: rgb(153, 153, 153) !important; } * html .goog-toolbar-button-disabled { background-color: rgb(240, 240, 240)= ; margin: 0px 1px; padding: 0px 1px; } :first-child + html .goog-toolbar-button-disabled { background-color: rgb(2= 40, 240, 240); margin: 0px 1px; padding: 0px 1px; } .goog-toolbar-button-hover .goog-toolbar-button-outer-box, .goog-toolbar-bu= tton-active .goog-toolbar-button-outer-box, .goog-toolbar-button-checked .g= oog-toolbar-button-outer-box, .goog-toolbar-button-selected .goog-toolbar-b= utton-outer-box { border-width: 1px 0px; border-style: solid; padding: 0px;= } .goog-toolbar-button-hover .goog-toolbar-button-inner-box, .goog-toolbar-bu= tton-active .goog-toolbar-button-inner-box, .goog-toolbar-button-checked .g= oog-toolbar-button-inner-box, .goog-toolbar-button-selected .goog-toolbar-b= utton-inner-box { border-width: 0px 1px; border-style: solid; padding: 3px;= } .goog-toolbar-button-hover .goog-toolbar-button-outer-box, .goog-toolbar-bu= tton-hover .goog-toolbar-button-inner-box { border-color: rgb(161, 186, 223= ) !important; } .goog-toolbar-button-active, .goog-toolbar-button-checked, .goog-toolbar-bu= tton-selected { background-color: rgb(221, 225, 235) !important; } .goog-toolbar-button-active .goog-toolbar-button-outer-box, .goog-toolbar-b= utton-active .goog-toolbar-button-inner-box, .goog-toolbar-button-checked .= goog-toolbar-button-outer-box, .goog-toolbar-button-checked .goog-toolbar-b= utton-inner-box, .goog-toolbar-button-selected .goog-toolbar-button-outer-b= ox, .goog-toolbar-button-selected .goog-toolbar-button-inner-box { border-c= olor: rgb(114, 155, 209); } .goog-toolbar-button-collapse-right, .goog-toolbar-button-collapse-right .g= oog-toolbar-button-outer-box, .goog-toolbar-button-collapse-right .goog-too= lbar-button-inner-box { margin-right: 0px; } .goog-toolbar-button-collapse-left, .goog-toolbar-button-collapse-left .goo= g-toolbar-button-outer-box, .goog-toolbar-button-collapse-left .goog-toolba= r-button-inner-box { margin-left: 0px; } * html .goog-toolbar-button-collapse-left .goog-toolbar-button-inner-box { = left: 0px; } :first-child + html .goog-toolbar-button-collapse-left .goog-toolbar-button= -inner-box { left: 0px; } .goog-toolbar-menu-button { margin: 0px 2px; border: 0px; padding: 0px; fon= t-family: Arial, sans-serif; color: rgb(51, 51, 51); text-decoration: none;= list-style: none; vertical-align: middle; cursor: default; outline: none; = } .goog-toolbar-menu-button-outer-box, .goog-toolbar-menu-button-inner-box { = border: 0px; vertical-align: top; } .goog-toolbar-menu-button-outer-box { margin: 0px; padding: 1px 0px; } .goog-toolbar-menu-button-inner-box { margin: 0px -1px; padding: 3px 4px; } * html .goog-toolbar-menu-button-inner-box { left: -1px; } * html .goog-toolbar-menu-button-rtl .goog-toolbar-menu-button-outer-box { = left: -1px; } * html .goog-toolbar-menu-button-rtl .goog-toolbar-menu-button-inner-box { = right: auto; } :first-child + html .goog-toolbar-menu-button-inner-box { left: -1px; } :first-child + html .goog-toolbar-menu-button-rtl .goog-toolbar-menu-button= -inner-box { left: 1px; right: auto; } .goog-toolbar-menu-button-disabled { opacity: 0.3; } .goog-toolbar-menu-button-disabled .goog-toolbar-menu-button-outer-box, .go= og-toolbar-menu-button-disabled .goog-toolbar-menu-button-inner-box { color= : rgb(51, 51, 51) !important; border-color: rgb(153, 153, 153) !important; = } * html .goog-toolbar-menu-button-disabled { background-color: rgb(240, 240,= 240); margin: 0px 1px; padding: 0px 1px; } :first-child + html .goog-toolbar-menu-button-disabled { background-color: = rgb(240, 240, 240); margin: 0px 1px; padding: 0px 1px; } .goog-toolbar-menu-button-hover .goog-toolbar-menu-button-outer-box, .goog-= toolbar-menu-button-active .goog-toolbar-menu-button-outer-box, .goog-toolb= ar-menu-button-open .goog-toolbar-menu-button-outer-box { border-width: 1px= 0px; border-style: solid; padding: 0px; } .goog-toolbar-menu-button-hover .goog-toolbar-menu-button-inner-box, .goog-= toolbar-menu-button-active .goog-toolbar-menu-button-inner-box, .goog-toolb= ar-menu-button-open .goog-toolbar-menu-button-inner-box { border-width: 0px= 1px; border-style: solid; padding: 3px; } .goog-toolbar-menu-button-hover .goog-toolbar-menu-button-outer-box, .goog-= toolbar-menu-button-hover .goog-toolbar-menu-button-inner-box { border-colo= r: rgb(161, 186, 223) !important; } .goog-toolbar-menu-button-active, .goog-toolbar-menu-button-open { backgrou= nd-color: rgb(221, 225, 235) !important; } .goog-toolbar-menu-button-active .goog-toolbar-menu-button-outer-box, .goog= -toolbar-menu-button-active .goog-toolbar-menu-button-inner-box, .goog-tool= bar-menu-button-open .goog-toolbar-menu-button-outer-box, .goog-toolbar-men= u-button-open .goog-toolbar-menu-button-inner-box { border-color: rgb(114, = 155, 209); } .goog-toolbar-menu-button-caption { padding: 0px 4px 0px 0px; vertical-alig= n: middle; } .goog-toolbar-menu-button-dropdown { width: 7px; background: url("//ssl.gst= atic.com/editor/editortoolbar.png") -388px 0px no-repeat; vertical-align: m= iddle; } .goog-toolbar-separator { margin: 0px 2px; border-left: 1px solid rgb(214, = 214, 214); border-right: 1px solid rgb(247, 247, 247); padding: 0px; width:= 0px; text-decoration: none; list-style: none; outline: none; vertical-alig= n: middle; line-height: normal; font-size: 120%; overflow: hidden; } .goog-toolbar-select .goog-toolbar-menu-button-outer-box { border-width: 1p= x 0px; border-style: solid; padding: 0px; } .goog-toolbar-select .goog-toolbar-menu-button-inner-box { border-width: 0p= x 1px; border-style: solid; padding: 3px; } .goog-toolbar-select .goog-toolbar-menu-button-outer-box, .goog-toolbar-sel= ect .goog-toolbar-menu-button-inner-box { border-color: rgb(191, 203, 223);= } .goog-combobox { background: url("//ssl.gstatic.com/closure/button-bg.gif")= left top repeat-x scroll rgb(221, 221, 221); border: 1px solid rgb(181, 18= 2, 181); font: small arial, sans-serif; } .goog-combobox input { background-color: rgb(255, 255, 255); border-width: = 0px 1px 0px 0px; border-top-style: initial; border-bottom-style: initial; b= order-left-style: initial; border-top-color: initial; border-bottom-color: = initial; border-left-color: initial; border-image: initial; border-right-st= yle: solid; border-right-color: rgb(181, 182, 181); color: rgb(0, 0, 0); fo= nt: small arial, sans-serif; margin: 0px; padding: 0px 0px 0px 2px; vertica= l-align: bottom; width: 200px; } .goog-combobox input.label-input-label { background-color: rgb(255, 255, 25= 5); color: rgb(170, 170, 170); } .goog-combobox .goog-menu { margin-top: -1px; width: 219px; z-index: 1000; = } .goog-combobox-button { cursor: pointer; display: inline-block; font-size: = 10px; text-align: center; width: 16px; } * html .goog-combobox-button { padding: 0px 3px; } .goog-tab { position: relative; padding: 4px 8px; color: rgb(0, 0, 204); te= xt-decoration: underline; cursor: default; } .goog-tab-bar-top .goog-tab { margin: 1px 4px 0px 0px; border-bottom: 0px; = float: left; } .goog-tab-bar-top::after, .goog-tab-bar-bottom::after { content: " "; displ= ay: block; height: 0px; clear: both; visibility: hidden; } .goog-tab-bar-bottom .goog-tab { margin: 0px 4px 1px 0px; border-top: 0px; = float: left; } .goog-tab-bar-start .goog-tab { margin: 0px 0px 4px 1px; border-right: 0px;= } .goog-tab-bar-end .goog-tab { margin: 0px 1px 4px 0px; border-left: 0px; } .goog-tab-hover { background: rgb(238, 238, 238); } .goog-tab-disabled { color: rgb(102, 102, 102); } .goog-tab-selected { color: rgb(0, 0, 0); background: rgb(255, 255, 255); t= ext-decoration: none; font-weight: bold; border: 1px solid rgb(107, 144, 21= 8); } .goog-tab-bar-top { padding-top: 5px !important; padding-left: 5px !importa= nt; border-bottom: 1px solid rgb(107, 144, 218) !important; } .goog-tab-bar-top .goog-tab-selected { top: 1px; margin-top: 0px; padding-b= ottom: 5px; } .goog-tab-bar-bottom .goog-tab-selected { top: -1px; margin-bottom: 0px; pa= dding-top: 5px; } .goog-tab-bar-start .goog-tab-selected { left: 1px; margin-left: 0px; paddi= ng-right: 9px; } .goog-tab-bar-end .goog-tab-selected { left: -1px; margin-right: 0px; paddi= ng-left: 9px; } .goog-tab-bar { margin: 0px; border: 0px; padding: 0px; list-style: none; c= ursor: default; outline: none; background: rgb(235, 239, 249); } .goog-tab-bar-clear { clear: both; height: 0px; overflow: hidden; } .goog-tab-bar-start { float: left; } .goog-tab-bar-end { float: right; } * html .goog-tab-bar-start { margin-right: -3px; } * html .goog-tab-bar-end { margin-left: -3px; } .goog-tree-root:focus { outline: none; } .goog-tree-row { white-space: nowrap; font: 400 16px / 16px Arial; height: = 16px; } .goog-tree-row span { overflow: hidden; text-overflow: ellipsis; } .goog-tree-children { background-repeat: repeat-y; font: 400 16px Arial; ba= ckground-image: url("//ssl.gstatic.com/closure/tree/I.png") !important; bac= kground-position-y: 1px !important; } .goog-tree-children-nolines { font: 400 16px Arial; } .goog-tree-icon { background-image: url("//ssl.gstatic.com/closure/tree/tre= e.png"); } .goog-tree-expand-icon { vertical-align: middle; height: 16px; width: 16px;= cursor: default; } .goog-tree-expand-icon-plus { width: 19px; background-position: 0px 0px; } .goog-tree-expand-icon-minus { width: 19px; background-position: -24px 0px;= } .goog-tree-expand-icon-tplus { width: 19px; background-position: -48px 0px;= } .goog-tree-expand-icon-tminus { width: 19px; background-position: -72px 0px= ; } .goog-tree-expand-icon-lplus { width: 19px; background-position: -96px 0px;= } .goog-tree-expand-icon-lminus { width: 19px; background-position: -120px 0p= x; } .goog-tree-expand-icon-t { width: 19px; background-position: -144px 0px; } .goog-tree-expand-icon-l { width: 19px; background-position: -168px 0px; } .goog-tree-expand-icon-blank { width: 19px; background-position: -168px -24= px; } .goog-tree-collapsed-folder-icon { vertical-align: middle; height: 16px; wi= dth: 16px; background-position: 0px -24px; } .goog-tree-expanded-folder-icon { vertical-align: middle; height: 16px; wid= th: 16px; background-position: -24px -24px; } .goog-tree-file-icon { vertical-align: middle; height: 16px; width: 16px; b= ackground-position: -48px -24px; } .goog-tree-item-label { margin-left: 3px; padding: 1px 2px; text-decoration= : none; color: windowtext; cursor: default; } .goog-tree-item-label:hover { text-decoration: underline; } .selected .goog-tree-item-label { background-color: buttonface; color: butt= ontext; } .focused .selected .goog-tree-item-label { background-color: highlight; col= or: highlighttext; } .goog-tree-hide-root { display: none; } .google-visualization-table { box-sizing: border-box; display: inline-block= ; vertical-align: bottom; } .google-visualization-table * { box-sizing: inherit; } .google-visualization-table > div:first-child { border: 0px solid rgb(238, = 238, 238); } .google-visualization-table > div:first-child.scrolling .google-visualizati= on-table-table th, .google-visualization-table > div:first-child.scrolling = .google-visualization-table-table .frozen-column { visibility: hidden; opac= ity: 0; color: transparent; } .google-visualization-table > div:first-child.doneScrolling .google-visuali= zation-table-table th { transition: opacity 0.25s ease-in 0.1s; } .google-visualization-table > div:first-child.doneScrolling .google-visuali= zation-table-table .frozen-column { transition: visibility 0s ease 0s, opac= ity 0.15s ease-in 0.15s; } .google-visualization-table-table { font-family: arial, helvetica; font-siz= e: 10pt; cursor: default; margin: 0px; background: white; border-spacing: 0= px; border-collapse: separate; } .google-visualization-table-table * { margin: 0px; } .google-visualization-table .gradient { background-image: linear-gradient(r= gba(255, 255, 255, 0.8) 0%, rgba(255, 255, 255, 0.7) 30%, rgba(255, 255, 25= 5, 0.5) 60%, rgba(255, 255, 255, 0) 100%); } .google-visualization-table-tr-head { background-color: rgb(228, 233, 244);= font-weight: bold; text-align: center; } .google-visualization-table-sorthdr { cursor: pointer; } .google-visualization-table-sortind { color: rgb(204, 204, 204); padding-le= ft: 4px; } .unsorted .google-visualization-table-sortind { display: none; } .unsorted .google-visualization-table-sortind::after { content: "=E2=80=83"= ; } .sort-ascending .google-visualization-table-sortind::after { content: "=E2= =96=B2"; } .sort-descending .google-visualization-table-sortind::after { content: "=E2= =96=BC"; } .google-visualization-table-th { cursor: pointer; white-space: nowrap; } .google-visualization-table-td { overflow: hidden; } .google-visualization-table-th, .google-visualization-table-td { padding: 2= px 0.35em; background-color: inherit; background-clip: padding-box; } .google-visualization-table-table td, .google-visualization-table-table th = { border-style: solid; border-color: rgb(238, 238, 238); border-image: init= ial; border-width: 0px 1px 1px 0px; padding: 2px 0.35em; } .google-visualization-table-table th { position: relative; z-index: 10; } .google-visualization-table-table td.frozen-column { position: relative; z-= index: 5; } .google-visualization-table-table thead th.frozen-column { z-index: 15; } .google-visualization-table-table .last-frozen-column { border-right: 2px r= idge rgb(238, 238, 238); } .google-visualization-table-tr-even { background-color: rgb(255, 255, 255);= } .google-visualization-table-tr-odd { background-color: rgb(250, 250, 250); = } .google-visualization-table-tr-sel { background-color: rgb(214, 233, 248); = } .google-visualization-table-tr-over { background-color: rgb(231, 233, 249);= } .google-visualization-table-td.google-visualization-table-type-bool { text-= align: center; font-family: "Arial Unicode MS", Arial, Helvetica; } .google-visualization-table-td.google-visualization-table-type-date { text-= align: center; } .google-visualization-table-td.google-visualization-table-type-number { tex= t-align: right; white-space: nowrap; } .google-visualization-table-seq { text-align: right; color: rgb(102, 102, 1= 02); } .google-visualization-table-div-page { display: inline-block; width: 100%; = padding: 1px 0px 0px 1px; border: 0px; background-color: rgb(228, 233, 244)= ; font-family: Arial, sans-serif; } .google-visualization-table-div-page [role=3D"button"] { display: inline-bl= ock; cursor: pointer; margin-top: 2px; margin-bottom: 2px; font-family: "Ar= ial Unicode MS", Arial, Helvetica; font-size: 10px; line-height: 10px; } .google-visualization-table-div-page [role=3D"button"] .goog-custom-button-= inner-box { padding: 1px 1px 2px; } .google-visualization-table-page-prev, .google-visualization-table-page-nex= t { } .google-visualization-table-page-prev::before { content: "=E2=97=84"; } .google-visualization-table-page-next::before { content: "=E2=96=BA"; } .google-visualization-table-page-numbers { display: inline-block; zoom: 1; = margin: 0px; vertical-align: middle; } .ie8 .google-visualization-table-page-numbers { display: inline; } .google-visualization-table-page-number { display: inline-block; background= -color: rgb(228, 233, 244); border: 1px outset buttonshadow; border-radius:= 3px; color: black; font-size: 10px; min-width: 10px; margin: 2px; padding:= 0px 2px; text-align: center; text-decoration: none; vertical-align: middle= ; } .google-visualization-table-page-number.current { font-weight: bold; font-s= ize: 11px; background: rgb(254, 254, 254); border-style: inset; } .google-visualization-table-page-number:hover { background: rgb(254, 254, 2= 54); border-style: inset; } .google-visualization-table .transparent { background-image: none; backgrou= nd-color: transparent; border-color: transparent; } .google-visualization-table .transparentIE6 { background: none; } .google-visualization-table th .transparent, .google-visualization-table td= .transparent { color: transparent; opacity: 0; } .google-visualization-table .google-visualization-hidden { visibility: hidd= en; pointer-events: none; } .google-visualization-table-loadtest { padding-left: 6px; } .code pre.editor.monaco { margin-bottom: 8px; overflow: auto; white-space: = nowrap; } .cell.text pre.editor.monaco { margin: 8px 0px 8px 8px; } colab-cell-toolbar { background: var(--colab-primary-surface-color); border= -radius: 3px; box-shadow: var(--box-shadow-elevation-2dp); display: flex; p= osition: absolute; right: 8px; top: -14px; z-index: 21; } colab-cell-toolbar paper-icon-button { border: 1px solid transparent; borde= r-radius: 3px; height: 20px; margin: 1px; padding: 0px; width: 25px; } colab-cell-toolbar paper-icon-button[disabled] { color: var(--disabled-text= -color); opacity: 0.5; } colab-cell-toolbar paper-icon-button:hover { border-color: var(--paper-blue= -a100); } colab-cell-toolbar paper-icon-button:active { border-color: var(--colab-bor= der-color); color: var(--colab-icon-hover-color); } colab-date-input ::-webkit-datetime-edit-fields-wrapper, colab-date-picker = ::-webkit-datetime-edit { display: none; } colab-date-picker ::-webkit-calendar-picker-indicator { cursor: pointer; he= ight: 24px; width: 24px; } colab-date-picker paper-input[type=3D"number"] { text-align: center; width:= 35px; } colab-date-picker paper-input[type=3D"number"].datepicker-year { width: 55p= x; } colab-date-picker > div { font-size: 18px; margin: 0px 8px; } colab-date-picker .calendar-icon { position: relative; } colab-date-picker input[type=3D"date"] { border: none; height: 24px; left: = 0px; opacity: 0; position: absolute; top: 0px; width: 40px; margin-left: -1= 5px; } .readonly colab-date-picker .calendar-icon { display: none; } colab-date-picker input[type=3D"date"]::-webkit-datetime-edit, colab-date-p= icker input[type=3D"date"]::-webkit-datetime-edit-fields-wrapper, colab-dat= e-picker input[type=3D"date"]::-webkit-datetime-edit-text, colab-date-picke= r input[type=3D"date"]::-webkit-datetime-edit-month-field, colab-date-picke= r input[type=3D"date"]::-webkit-datetime-edit-day-field, colab-date-picker = input[type=3D"date"]::-webkit-datetime-edit-year-field, colab-date-picker i= nput[type=3D"date"]::-webkit-inner-spin-button { display: none; } colab-differ { display: flex; flex-direction: column; flex-grow: 1; } colab-differ .monaco-diff-editor { flex-grow: 1; } .differ { min-height: 300px; } colab-differ .diff-title, colab-differ .diff-annotation, colab-differ .diff= -output { color: var(--colab-primary-text-color); white-space: nowrap; } colab-differ .diff-title, colab-differ .diff-annotation { font-weight: bold= ; } .notebook-diff-dialog paper-dialog { display: flex; flex-flow: column; heig= ht: 94%; width: 98%; } .notebook-diff-titlebar { flex-shrink: 0; padding: 8px 8px 0px; } .notebook-diff-options { padding-left: 8px; } .notebook-diff-options paper-checkbox { margin-left: 16px; margin-right: 8p= x; } .notebook-diff-container { display: flex; flex-direction: column; flex-grow= : 1; justify-content: space-around; min-height: 0px; padding: 8px; } .notebook-diff-dialog paper-spinner-lite { display: none; } .notebook-diff-dialog .diff-loading paper-spinner-lite { display: block; ma= rgin: 0px auto; } .notebook-diff-dialog .content-area { min-height: 0px; max-width: 100%; } colab-executions { display: flex; flex-direction: column; height: 100%; } colab-executions colab-shaded-scroller { flex-grow: 1; overflow-y: scroll; = } colab-executions .cell-execution-indicator { display: block; } colab-executions .input { display: flex; margin-top: 4px; } colab-executions .gutter { align-items: center; position: relative; width: = 36px; } colab-executions .editor-host { background: var(--code-cell-background); fl= ex-grow: 1; padding-top: 10px; position: relative; } colab-executions .editor-host .monaco-editor { position: absolute; } colab-executions .execution-count { margin-top: 4px; text-align: center; } colab-executions .code-placeholder { color: var(--colab-tertiary-text-color= ); font-family: monospace; font-style: italic; left: 30px; pointer-events: = none; position: absolute; top: 10px; z-index: 1; } colab-executions .hidden { display: none; } colab-executions .executions-placeholder { color: var(--colab-secondary-tex= t-color); margin: 8px 4px; } colab-execution { display: block; } colab-execution .code iron-icon { cursor: pointer; height: 26px; transition= : transform 0.2s ease 0s; } colab-execution .code .gutter { display: flex; flex-direction: column; flex= -shrink: 0; } colab-execution .execution-count { color: var(--colab-secondary-text-color)= ; cursor: default; font-family: var(--colab-code-font-family); } colab-execution.collapsed .code iron-icon { transform: rotate(-90deg); } colab-execution .outputview, colab-execution colab-static-output-renderer {= margin-left: 36px; } colab-execution iframe { border: 0px; width: 100%; } colab-execution .code { display: flex; } colab-execution .source { background: var(--code-cell-background); flex-gro= w: 1; font-family: monospace; padding: 4px 0px 4px 6px; } colab-execution.collapsed .source-lines > * { display: none; } colab-execution.collapsed .source-lines > .preview { display: inline; } colab-execution .start-time { color: var(--colab-secondary-text-color); fon= t-size: 0.8em; margin: 8px 0px 0px 6px; } colab-execution.selected { background: var(--colab-highlighted-surface-colo= r); } colab-input-dropdown { position: relative; } colab-input-dropdown paper-menu-button.colab-input-dropdown-button { backgr= ound-color: var(--colab-primary-surface-color); bottom: 8px; padding: 0px; = position: absolute; right: 0px; } colab-input-dropdown paper-input.colab-input-dropdown-input { flex-grow: 1;= } colab-input-dropdown paper-icon-button.dropdown-trigger { height: 24px; pad= ding: 0px; width: 24px; } colab-interactive-table { display: block; position: relative; } colab-interactive-table.collapsed-layout { display: inline-block; } colab-interactive-table .google-visualization-table-table th { border-botto= m: 1px solid var(--colab-bold-border-color); border-right: 1px solid var(--= colab-border-color); } colab-interactive-table .google-visualization-table-table { border-bottom: = 1px solid var(--colab-bold-border-color); border-left: 1px solid var(--cola= b-border-color); } colab-interactive-table .google-visualization-table-table tbody { border-bo= ttom: 0px; } colab-interactive-table .google-visualization-table-table, colab-interactiv= e-table .google-visualization-table-table th, colab-interactive-table .goog= le-visualization-table .gradient, colab-interactive-table .google-visualiza= tion-table-tr-head { background: none; } colab-interactive-table .google-visualization-table-tr-odd { background-col= or: var(--colab-secondary-surface-color); } colab-interactive-table .google-visualization-table-tr-even { background-co= lor: var(--colab-primary-surface-color); } colab-interactive-table .google-visualization-table-tr-sel, colab-interacti= ve-table .google-visualization-table-tr-over { background-color: var(--cola= b-highlighted-surface-color); } colab-interactive-table .google-visualization-table-table td { border-color= : var(--colab-border-color); } colab-interactive-table .google-visualization-table-page-number { color: va= r(--colab-primary-text-color); } colab-interactive-table .google-visualization-table-div-page { background: = none; text-align: right; } colab-interactive-table .google-visualization-table-page-prev, colab-intera= ctive-table .google-visualization-table-page-next { display: none; } colab-interactive-table .google-visualization-table-page-number { border-ra= dius: 3px; border: 1px solid transparent; box-sizing: border-box; display: = inline-block; font-size: 11px; margin-left: 2px; min-width: 1.5em; padding:= 0.5em 1em; text-align: center; } colab-interactive-table .google-visualization-table-page-number.current { b= ackground-color: var(--colab-primary-surface-color); border: 1px solid rgb(= 151, 151, 151); } colab-interactive-table .google-visualization-table-page-number:hover { bac= kground-color: rgb(88, 88, 88); color: white; } colab-interactive-table .interactive-table-header { align-items: center; di= splay: flex; justify-content: flex-end; padding-right: 2px; } colab-interactive-table .display-count { margin-right: 8px; } colab-interactive-table .collapsible-controls > div { border: 1px solid rgb= (204, 204, 204); margin: 8px; padding: 8px; position: relative; } colab-interactive-table .collapsible-controls .close { cursor: pointer; fon= t-size: 16pt; position: absolute; right: 4px; top: 0px; } colab-interactive-table .column-filter { display: inline-block; margin: 0px= 32px 8px 0px; } colab-interactive-table .column-filter label { display: block; } colab-interactive-table .column-filter input[type=3D"text"][name=3D"from"],= colab-interactive-table .column-filter input[type=3D"text"][name=3D"to"] {= width: 70px; } colab-interactive-table .num-per-page { float: left; margin-top: 2px; } colab-interactive-table .goog-custom-button-outer-box { display: none; } colab-interactive-table .help-anchor svg { fill: var(--colab-icon-color); h= eight: 24px; margin-left: 8px; text-decoration: none; width: 24px; } colab-interactive-table td.index_column { font-weight: bold; white-space: n= owrap; } colab-left-pane .resizer-contents iron-icon:hover, colab-left-pane .resizer= -contents paper-icon-button:hover { color: var(--colab-icon-hover-color); } colab-left-pane .colab-left-pane-header paper-tabs { flex-grow: 1; font-fam= ily: var(--colab-google-sans-font-family); font-size: 15px; height: 38px; -= -paper-tabs-selection-bar-color:var(--paper-grey-900); } .colab-left-pane-header paper-tab { text-align: center; white-space: normal= ; } .colab-left-pane-close { color: var(--colab-icon-color); cursor: pointer; r= ight: 10px; top: 4px; } colab-left-pane { border-right: 1px solid var(--colab-border-color); displa= y: flex; flex-shrink: 0; margin-top: 0px; min-width: 0px; will-change: opac= ity; } colab-left-pane .resizer-contents { background: var(--colab-primary-surface= -color); overflow: hidden; padding-top: 8px; } colab-left-pane .colab-left-pane-header { position: relative; } colab-left-pane h2 { color: var(--paper-grey-900); font-weight: 400; letter= -spacing: -0.012em; line-height: 32px; } colab-left-pane .resizer-thumb { margin-left: -4px; z-index: 100; } colab-left-pane colab-resizer { flex-shrink: 1; min-width: 210px; max-width= : 800px; width: 355px; } colab-left-pane colab-resizer { width: 300px; } colab-left-pane .resizer-contents, colab-left-pane iron-pages { display: fl= ex; flex-flow: column; flex-grow: 1; overflow: hidden; } body.mobile .notebook-vertical .colab-left-pane-nib { display: none; } .colab-left-pane-close { padding: 0px; width: 24px; height: 24px; } .colab-left-pane-nib paper-item { border-left: 3px solid transparent; color= : transparent; flex-shrink: 0; margin: 6px; min-height: 0px; padding: 0px; = } .colab-left-pane-nib paper-item::before { opacity: 0; } .colab-left-pane-nib paper-icon-button { color: var(--colab-icon-color); pa= dding: 2px; height: 23px; width: 23px; } .colab-left-pane-nib paper-listbox paper-icon-button { height: 40px; } .colab-left-pane-nib paper-icon-button:hover { color: var(--colab-icon-hove= r-color); } .colab-left-pane-open .colab-left-pane-nib paper-item.iron-selected { borde= r-left-color: var(--colab-logo-dark); color: var(--colab-logo-dark); } .colab-left-pane-open .colab-left-pane-nib paper-item.iron-selected paper-i= con-button { color: var(--colab-logo-dark); } colab-left-pane paper-listbox { flex-grow: 1; padding-top: 3px; } .left-pane-content-title { flex: 1 1 0%; font-family: var(--colab-google-sa= ns-font-family); font-size: 16px; font-weight: 500; margin: 12px 8px 4px; } .colab-left-pane-nib { padding-bottom: 3px; } .status-placeholder .colab-left-pane-nib { padding-bottom: 28px; } .colab-open-dialog iron-pages { min-height: 440px; min-width: 800px; positi= on: relative; } .colab-open-dialog paper-tabs { background: var(--colab-logo-light); border= -top-left-radius: 3px; border-top-right-radius: 3px; border-top: 8px solid = var(--colab-logo-dark); box-shadow: var(--box-shadow-elevation-2dp); color:= var(--paper-grey-900); font-weight: 600; margin-top: 0px; text-transform: = capitalize; --paper-tabs-selection-bar-color:var(--paper-grey-900); font-si= ze: 15px !important; } .colab-open-dialog .open-github-notebook colab-notebook-list { --notebook-l= ist-table-height:232px; } .colab-open-dialog colab-github-repo-selector { margin-top: 8px; } .colab-open-dialog .open-piper-notebook { height: 420px; width: 800px; } .colab-open-dialog .open-piper-notebook .buttons { margin: 10px 0px; paddin= g-left: 8px; } .colab-open-dialog .open-piper-notebook-path, .colab-open-dialog .open-pipe= r-notebook colab-workspace-list { display: block; width: 650px; } .colab-open-dialog .buttons paper-menu-button { padding: 0px; } .colab-open-dialog paper-menu-button .new-notebook { color: var(--google-bl= ue-500); margin-top: -2px; } .upload-file-target { border: 2px dashed var(--paper-grey-400); position: a= bsolute; inset: 24px; text-align: center; } .upload-file-target[active] { border-color: var(--paper-grey-700); } .upload-file-target[disabled] { border: none; } .upload-file-target .uploading, .upload-file-target[disabled] input[type=3D= "file"] { display: none; } .upload-file-target[disabled] .uploading { display: inline-block; } .upload-file-target[disabled] .uploading paper-spinner-lite { margin-bottom= : 12px; } .upload-file-target::before { content: ""; display: inline-block; height: 1= 00%; vertical-align: middle; } #sharing-dialog paper-dialog { width: 800px; } colab-dialog .content-area > .share-dialog-warning { font-weight: bolder; } #sharing-dialog .dialog-title { color: var(--colab-primary-text-color); fon= t: 16px arial, sans-serif; } #sharing-dialog .copy-link { color: var(--colab-secondary-text-color); posi= tion: absolute; right: 0px; text-transform: initial; top: 0px; } #sharing-dialog iron-icon { border-radius: 50%; color: rgb(255, 255, 255); = background-color: rgb(85, 139, 47); padding: 1px; } #share-placeholder { min-height: 200px; overflow: auto; padding: 16px 22px;= } #sharing-dialog .share-warning { background-color: black; color: white; pad= ding: 8px 25px; position: relative; text-align: center; } body paper-toast.share-dialog-notification { background-color: rgb(255, 255= , 255); color: rgb(0, 0, 0); z-index: 1001; } body paper-toast.share-dialog-notification .close { color: rgb(33, 33, 33);= } body colab-tab-pane.layout.hidden { display: none; } colab-tab-layout-container { background-color: var(--colab-primary-surface-= color); min-height: 100px; } colab-tab-layout-container .notebook-tab { position: relative; } colab-tab-pane .tab-pane-header { border-bottom: 1px solid var(--colab-bord= er-color); } colab-tab-pane[align=3D"vertical"] .tab-pane-header { border-top: 1px solid= var(--colab-border-color); } colab-tab-pane[align=3D"horizontal"] .resizer-thumb { border-left: 1px soli= d var(--colab-border-color); } colab-tab-pane paper-tabs { height: 36px; } colab-tab-pane { background-color: var(--colab-primary-surface-color); } colab-tab-pane paper-menu-button { padding: 0px; } colab-tab-pane paper-menu-button paper-icon-button { height: 32px; padding:= 4px; width: 32px; } colab-tab-pane iron-pages { min-height: 0px; } colab-tab-pane:not(.focused) .tab-pane-header paper-tabs { --paper-tabs-sel= ection-bar-color:var(--colab-secondary-text-color); --colab-primary-text-co= lor:var(--colab-secondary-text-color); } colab-tab-pane .tab-pane-header paper-tab { color: var(--colab-secondary-te= xt-color); flex-grow: 0; padding-right: 6px; } colab-tab-pane .tab-pane-header paper-tab.iron-selected { color: var(--cola= b-primary-text-color); } colab-tab-pane .tab-pane-header paper-tab span { margin-right: 6px; } colab-tab-pane .tab-pane-header paper-tab paper-icon-button { height: 22px;= padding: 0px; width: 22px; } colab-tab-pane paper-icon-button { color: var(--colab-icon-color); } colab-tab-pane paper-icon-button:hover { color: var(--colab-icon-hover-colo= r); } colab-tab paper-progress { height: 2px; width: 100%; flex: 0 0 auto; margin= -bottom: 5px; --paper-progress-active-color:var(--paper-orange-400); } colab-tab paper-progress.hidden { display: none; } colab-tab-pane colab-tab > colab-shaded-scroller { min-height: 0px; overflo= w: auto; padding: 8px; } colab-tab-pane colab-resizer, colab-tab-pane colab-resizer > div, colab-tab= { flex-shrink: 1; min-height: 0px; } colab-tab-layout { display: block; } colab-tab-layout .tab-layout-header { background-color: var(--colab-seconda= ry-surface-color); padding: 0px 4px 0px 8px; } colab-tab-layout .tab-layout-header paper-tabs { height: 40px; } colab-tab-layout #tabsContainer.paper-tabs { height: unset; } colab-tab-layout, colab-tab-layout paper-tab.iron-selected { background-col= or: var(--colab-primary-surface-color); } colab-tab-layout #tabsContainer.paper-tabs #tabsContent.paper-tabs > :not(#= selectionBar) { height: 34px; } colab-tab-layout paper-tab { border: 1px solid transparent; margin-top: 4px= ; } colab-tab-layout paper-tab.iron-selected { border-left-color: var(--colab-b= order-color); border-top-color: var(--colab-border-color); border-right-col= or: var(--colab-border-color); } colab-tab-layout:not(.tabs-editing) .tabs-add-tab, colab-tab-layout:not(.ta= bs-editing) .tabs-delete-tab, colab-tab-layout:not(.tabs-editing) .tabs-ren= ame-tab { display: none; } .toc-cell { color: var(--colab-primary-text-color); display: block; margin:= 2px 0px; padding: 10px 8px; text-decoration: none; } colab-table-of-contents { overflow: hidden; } colab-table-of-contents colab-shaded-scroller { display: block; height: 100= %; overflow-y: auto; } .colab-toc-sections { padding: 8px 2px 0px 8px; } .toc-section .toc-section-cells { margin-left: 25px; } .toc-add-section { display: inline-block; margin-left: 12px; --iron-icon-ma= rgin:0 7px 0 0; } .toc-section.toc-cell-focused > .toc-cell, .toc-cell.toc-cell-focused { fon= t-weight: bold; } .toc-cell { border-left: 3px solid transparent; color: var(--colab-secondar= y-text-color); margin: 12px 0px; padding: 0px 6px 0px 10px; } .toc-section.toc-cell-focused > .toc-cell, .toc-cell.toc-cell-focused { bor= der-left-color: var(--colab-left-pane-section-highlight); color: var(--cola= b-primary-text-color); } #header-background, #header-content { display: flex; height: 100%; position= : absolute; width: 100%; } body.mobile #header-content { position: relative; } .top-floater { background: var(--colab-primary-surface-color); } #colab-menu-cover { background: var(--colab-primary-surface-color); height:= 3px; position: absolute; z-index: 100003; } .goog-submenu-arrow { color: var(--colab-icon-color); font-size: 70%; left:= auto; opacity: 0.5; padding-right: 0px; padding-top: 3px; position: absolu= te; right: 10px; text-align: right; transition: all 0.218s ease 0s; } .goog-menuitem { border-color: white; border-style: dotted; border-width: 1= px 0px; padding-bottom: 5px; padding-right: 9em; padding-top: 5px; } .goog-menuitem-highlight, .goog-menuitem-hover { background-color: var(--co= lab-highlighted-surface-color); border-color: var(--colab-highlighted-surfa= ce-color); border-style: dotted; border-width: 1px 0px; padding-bottom: 5px= ; padding-right: 9em; padding-top: 5px; } #top-menubar .goog-menu-button-caption { padding: 0px 2px; vertical-align: = top; } #top-menubar .goog-menu-button-caption, #top-menuvar .goog-menuitem-content= { color: var(--colab-primary-text-color); } #top-menubar .goog-menuitem { font: var(--colab-chrome-font-size) var(--col= ab-chrome-font-family); } #top-menubar { background-color: transparent; cursor: default; display: fle= x; font: var(--colab-chrome-font-size) var(--colab-chrome-font-family); out= line: none; white-space: nowrap; } .goog-menu { background: var(--colab-primary-surface-color); border-radius:= 0px; border: 1px solid var(--colab-border-color); box-shadow: rgba(0, 0, 0= , 0.2) 0px 2px 4px; cursor: default; font-size: 13px; margin: 0px; outline:= none; overflow-y: auto; padding: 6px 0px; position: absolute; transition: = opacity 0.218s ease 0s; } .goog-menuseparator { border-top: 1px solid rgb(235, 235, 235); margin: 6px= 0px; } .header-warning { background-color: black; color: white; padding: 8px 25px;= position: relative; text-align: center; } .header-warning a { color: rgb(238, 255, 65); } .private-outputs-warning.hidden { display: none; } #header-staging { color: var(--colab-tertiary-text-color); font: 13px var(-= -colab-chrome-font-family); left: 50%; margin-left: -100px; position: absol= ute; text-align: center; width: 200px; } #header-staging a { color: rgb(128, 191, 255); } body:not(.mobile) .top-floater #header { font: normal 13px var(--colab-chro= me-font-family); height: 64px; text-align: left; width: 100%; } #header { border-bottom: 1px solid var(--colab-border-color); position: rel= ative; } #header-logo { height: 64px; padding-left: 10px; text-align: center; width:= 50px; } #header-logo > img { padding-top: 10px; position: relative; vertical-align:= middle; width: 40px; } body:not(.mobile) #header-doc-toolbar { overflow: hidden; padding-left: 4px= ; padding-top: 8px; } #document-info { display: flex; height: 25px; margin-bottom: 2px; margin-le= ft: 4px; } .message-area { font: normal var(--colab-chrome-font-size) var(--colab-chro= me-font-family); padding-right: 38px; z-index: 300; } .header-warning .close, .message-area .close { color: var(--paper-grey-300)= ; height: 25px; padding: 2px; position: absolute; right: 0px; top: 0px; wid= th: 25px; } paper-toast.message-area .close { right: 8px; top: 11px; } paper-toast.message-area a.moreinfo { padding-left: 20px; } .notification { background-color: rgb(249, 237, 190); border: 1px solid lig= htgrey; margin-top: 20px; max-width: 200px; padding: 3px; position: relativ= e; top: 0px; } .doc-name { background: transparent; border: 1px solid transparent; color: = var(--colab-title-color); font: normal 18px var(--colab-google-sans-font-fa= mily); max-width: 100%; min-width: 65px; padding: 0px 4px 0px 3px; text-ove= rflow: ellipsis; white-space: pre; } .doc-name:hover { border: 1px solid var(--paper-grey-200); } #header-right { margin-right: 16px; } #header-right, #header-right > paper-button { align-items: center; display:= flex; } #header-right .portrait { border-radius: 100%; border: 2px solid; height: 2= 7px; width: 27px; } #header-right > paper-button { color: var(--colab-primary-text-color); marg= in-left: 8px; } #header-right > paper-button:hover, #header-right > paper-button.active { b= ox-shadow: rgba(0, 0, 0, 0.1) 0px 4px 10px 0px, rgba(0, 0, 0, 0.1) 0px 2px = 10px 0px; text-decoration: none; } #header-right iron-icon { height: 20px; margin-right: 8px; width: 20px; } #header-doc-toolbar iron-icon { height: 20px; width: 20px; } #header-doc-toolbar iron-icon.file-location-icon { flex-shrink: 0; height: = 18px; margin-left: 7px; margin-top: 3px; width: 18px; } iron-icon#star-icon { color: rgb(170, 170, 170); flex-shrink: 0; margin-lef= t: 3px; margin-top: 2px; } iron-icon#star-icon[icon=3D"star"] { color: rgb(255, 215, 110); } .constrained-height { max-height: 400px; } .goog-menuitem-checkbox { visibility: hidden; } .goog-option-selected .goog-menuitem-checkbox, .goog-option-selected .goog-= icon { background: none; visibility: visible; } .goog-menuitem-checkbox iron-icon { height: 16px; width: 16px; } .goog-menubar .goog-menu-button-dropdown { background: none; } body.mobile .top-floater paper-menu-button paper-listbox { padding: 0px; } #top-menubar > div { background: transparent; border-color: transparent; } #top-menubar > div:hover { background: var(--colab-highlighted-surface-colo= r); } #top-menubar, .goog-menuitem { border-color: var(--colab-primary-surface-co= lor); } #top-menubar > div.goog-menu-button-open { background: var(--colab-primary-= surface-color); border: 1px solid var(--colab-border-color); box-shadow: rg= ba(0, 0, 0, 0.2) 0px 2px 4px; color: var(--colab-primary-text-color); z-ind= ex: 1003; } .goog-menuitem-content { color: var(--colab-primary-text-color); font-famil= y: var(--colab-chrome-font-family); } .goog-menuitem-disabled, .goog-menuitem-disabled .goog-menuitem-content { c= olor: var(--colab-primary-text-color); } .goog-menuitem-accel { color: var(--colab-secondary-text-color); } .goog-menuitem-disabled .goog-menuitem-content { opacity: 0.5; } body.mobile paper-menu-button #top-menubar { min-width: 200px; white-space:= normal; } body.mobile #top-menubar iron-collapse { margin-left: 16px; } body.mobile paper-item[toggles]:not([active]) iron-icon { display: none; } body.mobile #top-menubar paper-item[command].iron-selected { font-weight: n= ormal; } body.mobile #document-info { flex-grow: 1; margin-top: 6px; overflow: hidde= n; } body.mobile .mobile-header-menu.open, .mobile-header-menu-backdrop.open { z= -index: 987; } body.mobile .mobile-header-menu { padding: 0px 8px 0px 0px; } .mobile-header-menu-backdrop.open { inset: 0px; position: absolute; } #new-feature-opt-in, #settings-cog { color: var(--colab-toolbar-button-colo= r); min-width: 0px; } #new-feature-opt-in, #settings-cog { height: 20px; margin: 8px 10px 8px 8px= ; padding: 0px; width: 20px; } colab-callout[position-target-id=3D"new-feature-opt-in"] { padding: 16px 24= px 8px; } colab-callout p, colab-callout a, colab-callout a:visited, colab-callout h2= { color: var(--paper-white); } colab-callout h2 { text-align: center; } colab-callout paper-textarea { margin-bottom: 16px; --paper-input-container= -focus-color:var(--paper-white); } colab-callout paper-textarea ::placeholder { color: rgba(255, 255, 255, 0.7= ); } #preference-button-container { display: flex; } #configure-editor-preferences { background: var(--paper-blue-600); font-siz= e: var(--colab-chrome-font-size); margin: auto; padding-left: 20px; padding= -right: 20px; } colab-last-saved-indicator { color: var(--colab-tertiary-text-color); displ= ay: block; font-size: var(--colab-chrome-font-size); margin: auto 24px auto= 8px; overflow: hidden; text-overflow: ellipsis; } colab-last-saved-indicator[command] { cursor: pointer; text-decoration: und= erline; } colab-last-saved-indicator.error { color: var(--colab-error-icon-color); cu= rsor: default; text-decoration: none; } .history-view-dialog paper-dialog { border-radius: 0px; display: flex; flex= -flow: column; height: 100%; margin: 0px; padding: 0px; width: 100%; } colab-history-view { height: 100%; overflow: hidden; } colab-history-view h2 { border-bottom: 1px solid var(--colab-border-color);= font-weight: normal; height: 38px; padding: 12px 0px 12px 8px; } colab-history-view h2 paper-icon-button { margin-right: 10px; padding-top: = 4px; vertical-align: middle; } .history-view-container { height: 100%; } .history-view-container .history-view-columns { min-height: 200px; } .history-view-container .preview { margin: 24px 8px 8px; } .history-view-container .preview paper-spinner-lite { margin: auto; } .history-view-right-column { border-left: 1px solid var(--colab-border-colo= r); flex-grow: 0; flex-shrink: 0; width: 350px; } .history-view-right-column paper-checkbox { border-bottom: 1px solid var(--= colab-border-color); padding: 26px 8px 26px 18px; } paper-spinner-lite.hidden { display: none; } .ansibold { font-weight: bold; } .ansiblack { color: black; } .ansired { color: darkred; } .ansigreen { color: darkgreen; } .ansiyellow { color: brown; } .ansiblue { color: darkblue; } .ansipurple { color: darkviolet; } .ansicyan { color: steelblue; } .ansigray { color: gray; } .ansibgblack { background-color: black; } .ansibgred { background-color: red; } .ansibggreen { background-color: green; } .ansibgyellow { background-color: yellow; } .ansibgblue { background-color: blue; } .ansibgpurple { background-color: magenta; } .ansibgcyan { background-color: cyan; } .ansibggray { background-color: gray; } .colab-assist-pane-input { margin: 14px 28px 14px 12px; --paper-input-conta= iner-focus-color:transparent; } colab-assist-pane { overflow: hidden; } .colab-assist-pane-input[focused] { box-shadow: var(--box-shadow-elevation-= 2dp); } .colab-assist-pane-input [prefix] { margin-left: 12px; margin-right: 15px; = } .colab-assist-progress { height: 2px; margin-right: 28px; width: auto; visi= bility: hidden; } .colab-assist-progress.searching { visibility: visible; } .colab-assist-progress { --paper-progress-active-color:var(--paper-orange-4= 00); } .colab-assist-pane-results { flex: 0 0 auto; margin: 0px 24px 30px 12px; ma= x-height: 185px; overflow: auto; } colab-assist-pane-result { align-items: center; border-bottom: solid 1px va= r(--paper-grey-200); cursor: pointer; display: flex; padding: 6px 4px; } .colab-assist-pane-result-text { flex-grow: 1; overflow: hidden; text-overf= low: ellipsis; white-space: nowrap; } colab-assist-pane-result.selected { background: var(--colab-highlighted-sur= face-color); } .colab-assist-pane-details { overflow: auto; padding: 0px 24px 0px 12px; } .colab-assist-pane-doc-header { align-items: center; display: flex; } .colab-assist-pane-doc-insert { padding-left: 0px; padding-right: 0px; min-= width: 0px; color: var(--paper-blue-400); } .colab-assist-pane-doc-title { flex-grow: 1; font-size: var(--paper-font-su= bhead-font-size); font-weight: var(--paper-font-subhead-font-weight); line-= height: var(--paper-font-subhead-line-height); overflow: hidden; text-overf= low: ellipsis; white-space: nowrap; } .colab-assist-pane-documentation h2 { font-size: 15px; font-weight: var(--p= aper-font-subhead-font-weight); line-height: var(--paper-font-subhead-line-= height); } .colab-assist-pane-documentation h3 { font-size: var(--colab-chrome-font-si= ze); font-weight: var(--paper-font-body1-font-weight); line-height: var(--p= aper-font-body1-line-height); } .colab-assist-pane-documentation h4 { font-size: 13px; font-weight: var(--p= aper-font-body1-font-weight); line-height: var(--paper-font-body1-line-heig= ht); } .colab-assist-pane-documentation h5 { font-size: 11px; font-weight: var(--p= aper-font-body1-font-weight); line-height: var(--paper-font-body1-line-heig= ht); } .colab-assist-pane-no-selection .colab-assist-pane-code, .colab-assist-pane= -no-selection .colab-assist-pane-doc-insert, .colab-assist-pane-no-selectio= n .colab-assist-pane-view-source { display: none; } .colab-assist-pane-code .monaco { background: var(--code-cell-background); = margin-top: 24px; } .colab-assist-pane-code .monaco { margin-top: 12px; padding-top: 4px; } .colab-assist-pane-code .monaco .context-view.monaco-menu-container { displ= ay: none; } .command-palette { background: var(--colab-primary-surface-color); border-r= adius: 4px; color: var(--colab-secondary-text-color); display: flex; flex-f= low: column; margin-top: 8px; max-height: 400px; min-width: 500px; } .command-palette paper-input { border: 2px solid var(--google-blue-500); bo= rder-radius: 6px; margin: 8px 8px 16px; } .command-palette-results { overflow: auto; } .command-palette-result-item { cursor: pointer; padding: 2px 80px 2px 16px;= position: relative; } .command-palette-match { font-weight: bold; } .command-palette-result-item:hover { background: var(--colab-secondary-surf= ace-color); } .command-palette-result-item.selected { background: var(--colab-highlighted= -surface-color); } .command-palette-result-shortcut { color: var(--colab-secondary-text-color)= ; direction: ltr; left: auto; padding: 0px 16px 0px 6px; position: absolute= ; right: 0px; text-align: right; } .command-palette-backdrop.opened { opacity: 0; } .colab-assist-result-insert { flex-shrink: 0; } .cell { --colab-cell-gutter-width:40px; align-content: flex-start; display:= flex; flex-direction: column; position: relative; } html { --colab-run-button-transition-time:250ms; } .render-layers .monaco-editor-background { width: 100% !important; } .render-layers .editor.invisible { visibility: hidden; } .monaco-scrollable-element > .invisible { display: none; } .cell:focus { outline-style: none; } .imported .imported-from-banner { display: block; } .imported.forked .imported-from-banner { display: block; background: var(--= colab-highlighted-surface-color); } .imported-from-banner { display: none; padding: 8px; } .inputarea, .text-top-div { display: flex; flex-flow: row; } .views-hide-code .inputarea, .views-hide-code .output-info { display: none = !important; } .inputarea { min-height: 24px; background-color: var(--code-cell-background= ); } .code .inputarea.form { background-color: var(--colab-primary-surface-color= ); } .text .markdown { color: var(--colab-primary-text-color); flex: 1 1 0%; lin= e-height: 1.6; max-width: 1016px; min-height: 28px; padding-left: 8px; padd= ing-right: 4px; width: calc(100% - 42px); overflow-wrap: break-word; } .toc .markdown { padding-right: 100px; } .markdown img { max-width: 100%; max-height: 100%; } .markdown blockquote { border-left: 5px solid var(--colab-highlighted-surfa= ce-color); margin-left: 0px; padding: 0px 2em; } .dragitem { height: 20px; visibility: hidden; } pre { margin-bottom: 2px; margin-top: 2px; white-space: pre-wrap; } .completions { border-radius: 4px; border: 1px solid rgb(171, 171, 171); bo= x-shadow: rgb(173, 173, 173) 0px 6px 10px -1px; overflow: hidden; position:= absolute; z-index: 10; } .code * .output-info > .output-icon { display: inline-block; height: 26px; = top: 34px; width: 26px; } .code .output-icon { opacity: 0; transition: opacity var(--colab-run-button= -transition-time); } .code:hover .output-icon { display: inline-block; opacity: 1; } .notebook-vertical:not(.large-notebook) .cell.icon-scrolling .output-info >= .output-icon { position: sticky; } .notebook-vertical.large-notebook { --colab-run-button-position:static; } .code * .output-info > .output-icon-selected:only-child { border: none; } .output-info .output-icon { box-sizing: border-box; height: 32px; } .output-info .collaborator { border-radius: 100%; display: inline-block; he= ight: 20px; line-height: 20px; margin: 4px 3px 0px; overflow: hidden; paddi= ng-bottom: 0px; width: 20px; } .clear_outputs_enabled.output-icon:hover .collaborator { display: none; } .output-icon [command=3D"clear-focused-or-selected-outputs"] { color: var(-= -colab-active-execution-icon-color); cursor: pointer; display: none; margin= -left: 1px; } .clear_outputs_enabled.output-icon:hover [command=3D"clear-focused-or-selec= ted-outputs"] { display: inline-block; } .code .editor { background: var(--code-cell-background); margin: 8px 8px 8p= x 4px; position: relative; } .code .editor.monaco { margin: 10px 8px 0px 0px; } .debug-editor.flex, .editor.flex { min-width: 0px; } .text * .editor { display: none; } .text.edit * .editor { border-bottom: 1px dashed var(--paper-grey-600); dis= play: block; } .text.edit .editor-container { flex-direction: column; flex-grow: 1; overfl= ow: hidden; } .text.edit .editor-container.horizontal { display: flex; flex-direction: ro= w; } .text.edit .editor-root { flex-grow: 1; } .text.edit .editor-container.horizontal .editor-root { overflow-x: auto; } .text.edit .editor-container .text-top-div { flex: 1 1 0%; overflow-x: auto= ; } .text:not(.edit) .editor-container .text-top-div { width: 100%; } .text.edit .editor { border: none; } .text.edit .editor-container.horizontal .editor-root { flex-basis: 0px; } .text.edit .editor-container.horizontal .markdown { border-left: 1px dashed= var(--paper-grey-600); } .text.edit .editor-container:not(.horizontal) .editor { border-bottom: 1px = dashed var(--paper-grey-600); } .main-content { background: var(--colab-primary-surface-color); display: bl= ock; min-height: 38px; position: relative; } .main-content[elevation=3D"0"] { box-shadow: none; } .main-content[elevation=3D"2"] { box-shadow: rgba(0, 0, 0, 0.14) 0px 4px 5p= x 0px, rgba(0, 0, 0, 0.12) 0px 1px 10px 0px, rgba(0, 0, 0, 0.4) 0px 2px 4px= -1px; } .code * .main-content { border-radius: 2px; } .output-content { display: flex; font-family: var(--colab-code-font-family)= ; font-size: 10pt; margin-top: 1px; } .output-info { align-items: center; display: flex; flex-flow: column; flex-= shrink: 0; min-height: 24px; padding: 4px 0px 2px; position: relative; text= -align: start; width: var(--colab-cell-gutter-width); } .output-iframe-container { flex: 1 1 0%; margin-right: 1px; min-width: 0px;= } .output-iframe-sizer iframe, .mirror-cell iframe { border: 0px; display: bl= ock; width: 100%; } .mirror-cell colab-static-output-renderer { max-height: unset; } .editor { font-size: 13px; } .cell-spacer { display: inline-block; position: relative; width: 10px; } .add-cell { align-items: center; align-self: center; display: flex; flex-fl= ow: column; height: 16px; position: relative; width: 100%; } .add-cell > hr { border-right: 1px solid darkgrey; border-bottom: 1px solid= darkgrey; border-left: 1px solid darkgrey; border-top: 1px none; left: 20p= x; opacity: 0; position: absolute; right: 20px; top: 0px; transition: visib= ility 0s ease 250ms, opacity 200ms ease 0s; visibility: hidden; } .add-cell:hover > hr { opacity: 1; transition: visibility 100ms ease 0ms, o= pacity 200ms ease 0s; visibility: visible; } .add-cell-buttons { display: flex; font-family: var(--colab-chrome-font-fam= ily); margin-top: -4px; opacity: 0; transition: opacity 200ms ease 0ms; vis= ibility: hidden; z-index: 20; } .add-cell > .add-cell-buttons { transition: opacity 200ms ease 250ms, visib= ility 0s ease 250ms; } .add-cell:hover > .add-cell-buttons { opacity: 1; transition: opacity 200ms= ease 100ms; visibility: visible; } .cell > .add-cell { height: 12px; } .cell .add-cell-buttons { margin-top: -8px; } .cell .add-cell > hr { margin-top: 5px; } .notebook-content > .add-cell { margin-top: -1px; } .toc-refresh-button { position: absolute; right: 4px; top: 12px; } .toc > .main-content { min-height: 48px; padding: 4px 8px; } .text > .main-content { padding-bottom: 4px; } .section-header { align-items: center; background: var(--colab-secondary-su= rface-color); border: dashed 1px var(--colab-border-color); cursor: pointer= ; display: flex; margin-left: 4px; margin-right: 4px; } .section-header-container { flex-grow: 1; font-style: italic; padding: 7px = 7px 7px 12px; } .text.executable .section-header-container { padding-left: 0px; } .section-header:hover { background: var(--colab-highlighted-surface-color);= } .notebook-busy .section-header { cursor: progress; } .text colab-run-button { display: none; margin: -3px 0px -3px -5px; } .text.executable colab-run-button { display: block; } .toc * blockquote { margin: 0px 20px; } .toc * p { margin: 0px; } .cell.selected * .cell-mask { background: rgba(0, 156, 255, 0.35); height: = 100%; position: absolute; width: 100%; z-index: 10; } .panel-sizing .cell-mask { height: 100%; position: absolute; width: 100%; z= -index: 10; } .cell.toc * .cell-mask { left: 0px; top: 0px; } .codecell-input-output { position: relative; } .code.focused .cell-gutter { background: var(--colab-highlighted-surface-co= lor); } .cell-gutter { flex-flow: column; min-height: 39px; width: var(--colab-cell= -gutter-width); } .cell-execution-container { bottom: 0px; left: 0px; position: absolute; top= : 0px; width: var(--colab-cell-gutter-width); } .code-has-output .cell-execution-container { bottom: 30px; } .colab-tooltip { max-width: 700px; animation: 400ms ease 0s 1 normal none r= unning fadeIn; vertical-align: middle; background-color: var(--colab-second= ary-surface-color); border: var(--colab-border-color) 1px solid; outline: n= one; padding: 3px 3px 3px 7px; margin: 0px; font-family: var(--colab-code-f= ont-family); min-height: 50px; box-shadow: var(--box-shadow-elevation-3dp);= border-radius: 4px; position: absolute; z-index: 25; } .tooltiptext { background-color: var(--colab-secondary-surface-color); bord= er: 0px; border-radius: 0px; font-size: 13px; max-height: 500px; overflow: = auto; white-space: pre-wrap; } .colab-tooltip > .pretooltiparrow::before { background-color: var(--colab-s= econdary-surface-color); border-color: var(--colab-border-color); } colab-tab-pane .scratchpad .cell-toolbar, colab-tab-pane .scratchpad .add-c= ell, colab-tab-pane .cell-tab .add-cell { display: none; visibility: hidden= ; } .markdown-toolbar { display: none; } .text.edit .markdown-toolbar { background-color: var(--colab-secondary-surf= ace-color); border-bottom: 1px solid var(--colab-border-color); display: bl= ock; margin-bottom: 4px; overflow: hidden; padding-left: 4px; white-space: = nowrap; } .markdown-toolbar paper-icon-button { height: 40px; padding: 8px 10px; widt= h: 40px; } .markdown-toolbar .markdown-insert-image { border-radius: 40px; height: 40p= x; margin: 0px; max-width: 40px; min-width: 40px; position: relative; verti= cal-align: bottom; --iron-icon-height:20px; } .markdown-toolbar .markdown-insert-image input[type=3D"file"] { inset: 0px;= opacity: 0; position: absolute; } .text-cell-section-header { position: relative; } paper-icon-button.header-section-toggle { color: var(--colab-primary-text-c= olor); height: 26px; left: -30px; line-height: 26px; margin: 0px; padding: = 0px; position: absolute; top: calc(50% - 14px); transition: transform 0.2s = ease 0s; width: 26px; } .text.collapsed .header-section-toggle { transform: rotate(-90deg); } paper-button.output-show-output { font-size: 12px; } .editor .monaco-editor .view-overlays .current-line, .debugger-editor .mona= co-editor .view-overlays .current-line { border: 0px; } .monaco-editor.focused .view-overlays .current-line { border: var(--colab-e= ditor-focus-border-thickness) solid var(--colab-editor-focus-color); } .monaco-editor .overflowingContentWidgets .parameter-hints-widget > .wrappe= r { max-height: 250px; } .monaco-editor-hover .hover-row.status-bar { display: none; } .monaco-editor .overflowingContentWidgets .monaco-editor-hover .monaco-edit= or-hover-content, .monaco-editor .overflowingContentWidgets .parameter-hint= s-widget > .wrapper { max-width: 800px !important; } .monaco-editor .monaco-editor-hover-content p { margin: 8px 0px; } .monaco-editor .overflowingContentWidgets .suggest-widget, .monaco-editor .= overflowingContentWidgets .suggest-widget.docs-side { width: 800px; } .monaco-editor .overflowingContentWidgets .monaco-editor-overlaymessage { z= -index: var(--colab-panel-zindex); } .notebook-vertical.large-notebook .decorationsOverviewRuler { display: none= ; } .editor .monaco-editor .margin-view-overlays .line-numbers.lh-odd, .debugge= r-editor .monaco-editor .margin-view-overlays .line-numbers.lh-odd { margin= -top: 0px; } .editor .monaco-editor .line-numbers, .editor .monaco-editor .current-line = ~ .line-numbers, .debugger-editor .monaco-editor .line-numbers, .debugger-e= ditor .monaco-editor .current-line ~ .line-numbers { color: var(--colab-ter= tiary-text-color); } .editor .monaco-editor .quick-open-tree { min-height: 108px; } .editor .monaco-editor .markdown-docs, .editor .monaco-editor .markdown-hov= er { white-space: pre !important; } .cell.focused .monaco-editor .current-line ~ .line-numbers { color: var(--c= olab-primary-text-color); } #context-menu .goog-menuitem { padding-left: 18px; padding-right: 9em; } #context-menu .goog-menuitem-accel { padding-right: 18px; } body.mobile .inputarea { flex-wrap: wrap; } body.mobile .outputview { overflow: auto; } body.mobile .add-cell { max-width: 100px; overflow-x: hidden; visibility: h= idden; } .monaco-emacs-statusbar, .monaco-vim-statusbar { bottom: 0px; font-family: = monospace; margin-left: var(--colab-cell-gutter-width); padding: 1px 2px 2p= x 6px; position: sticky; } .monaco-vim-statusbar { background-color: var(--code-cell-background); } .cell:not(.focused) .monaco-vim-statusbar, .cell:not(.focused) .monaco-emac= s-statusbar, .cell.text:not(.edit) .monaco-emacs-statusbar, .monaco-emacs-s= tatusbar:empty { display: none !important; } .mirror-toolbar { --colab-cell-gutter-width:28px; border-bottom: 1px solid = var(--colab-border-color); max-height: 38px; padding-left: 8px; } .mirror-toolbar paper-icon-button { height: 34px; margin: 2px 0px 2px 6px; = padding: 6px 4px 6px 8px; width: 38px; } .mirror-cell-shadow { left: 0px; min-height: 8px; pointer-events: none; pos= ition: absolute; right: 0px; top: 39px; } colab-tab-pane .cell-tab { position: relative; } colab-static-output-renderer { contain: layout; display: block; font-size: = var(--colab-chrome-font-size); max-height: 1000px; overflow: auto; padding:= 7px 0px 10px 5px; } colab-static-output-renderer .stdin-widget { align-items: center; display: = inline; font-family: var(--colab-code-font-family); margin-right: 10px; mar= gin-top: 10px; min-width: 250px; padding: 1px; } colab-static-output-renderer .stdin-widget-hidden { visibility: hidden; } colab-static-output-renderer pre { display: inline; white-space: pre; } colab-static-output-renderer .output_text { display: inline; } colab-static-output-renderer input { background: var(--colab-primary-surfac= e-color); border: 1px solid var(--colab-bold-border-color); color: var(--co= lab-primary-text-color); } colab-static-output-renderer:focus { outline: none; } .input-container { display: inline; position: relative; } .input-container input.stdin-widget { margin-top: 0px; } colab-static-output-renderer .stdin-widget:not(:focus) { border: none; outl= ine: none; } .input-container::after { animation: 1.2s step-end 0s infinite normal none = running blink; content: " "; height: 100%; left: 0px; pointer-events: none;= position: absolute; top: 0px; width: 10px; } .input-container.input-focused::after { display: none; } @keyframes blink {=20 0% { background: transparent; } 50% { background: var(--colab-secondary-text-color); } 100% { background: transparent; } } .monaco-currently-executing-line { border-color: transparent transparent tr= ansparent var(--colab-status-okay); border-style: solid; border-width: 6px = 0px 6px 4px; margin-left: 1px; top: 3px; height: 0px !important; width: 0px= !important; } .cell-execution-schedule-toolbar { background-color: var(--colab-secondary-= surface-color); padding-right: 100px; } .cell-execution-schedule-toolbar[shown=3D"false"] { display: none; } .cell-execution-schedule-toolbar .schedule-toggle { background: none; borde= r: none; color: var(--colab-primary-text-color); cursor: pointer; font-size= : 16px; outline: none; padding: 5px 7px; text-align: left; width: 100%; } .cell-execution-schedule-toolbar .schedule-collapse { padding-left: 5px; pa= dding-top: 5px; } .comment-input-text { border: 1px solid rgb(200, 200, 200); min-height: 36p= x; outline: 0px; overflow: hidden; padding: 7px 8px; resize: none; width: 1= 00%; line-height: 1.4; font-size: 9pt; font-family: sans-serif; } .comment .comment-action-button, .comment .comment-action-dropdown { visibi= lity: hidden; } .comment.in-drive .comment-action-button, .comment.in-drive .comment-action= -dropdown { visibility: visible; } .comment-input { display: none; } .editing > .comment-input { display: block; } .comment-author { font-family: var(--colab-google-sans-font-family); margin= -left: 32px; } .comment-image { border-radius: 50%; float: left; height: 25px; overflow: h= idden; width: 25px; } .comment-date { margin-left: 32px; font-size: 8pt; color: var(--colab-secon= dary-text-color); } .comment-text { overflow-wrap: break-word; } .comment-text.comment-collapsed-text { height: 71px; overflow-y: hidden; } .editing > .comment-content .comment-text { display: none; } .comment-content { margin: 12px; } .comments-button { color: black; background-color: var(--paper-grey-100); b= order-color: var(--paper-grey-300); } .comment-header { display: flex; margin-bottom: 4px; padding: 4px; position= : relative; } .comment-text-container, .comment-input, .show-more-replies { border-bottom= : 1px solid var(--colab-border-color); } .comment-input { padding: 0px 12px 12px; } .comment-text-container { padding: 0px 4px 12px; } .sidebar > .comment-fragment:not(.focused) > .comment-content > .comment-te= xt-container, .comment-fragment:not(.focused) .reply-chain-content .comment= -fragment:last-child .comment-text-container { border-bottom: none; } .comment-collapse-control { color: rgb(17, 85, 204); cursor: pointer; font-= size: 8pt; padding: 4px 0px 2px; width: 100%; } .comment-collapse-control:hover { text-decoration: underline; } .reply-chain > .comment-input { padding-top: 4px; } .show-more-replies { cursor: pointer; display: block; margin: 12px; padding= : 4px 4px 12px; } .submit-button { margin-right: 4px; } .cancel-button { background-color: var(--paper-grey-100); color: black; bor= der-color: var(--paper-grey-300); } .comment-action-button { background: transparent; border-radius: 2px; borde= r: 1px solid var(--colab-border-color); color: var(--primary-color); font-f= amily: var(--colab-google-sans-font-family); font-size: 13px; height: 20px;= margin: 0px; min-width: 0px; opacity: 1; padding: 3px 12px 5px; text-trans= form: none; } .comment-action-dropdown { background: transparent; height: 20px; margin: 0= px; min-width: 0px; opacity: 0.8; text-transform: none; } paper-button.comment-action-button { align-items: center; display: flex; fo= nt-size: 8pt; padding: 0px 5px; } .comment-action-dropdown { padding: 0px; width: 20px; } .comment-header > .comment-buttons { display: flex; position: absolute; rig= ht: 4px; top: 4px; } .comment-buttons { flex: 0 0 auto; } .focused.in-drive > .reply-chain > .comment-input, .reply-chain > .comment-= input.text-not-empty, .doc-comments-area > .comment > .reply-chain > .comme= nt-input { display: block; } .bottom-buttons { padding-top: 8px; } .sidebar { flex: 0 0 260px; min-height: 100px; padding-left: 10px; padding-= right: 20px; margin-right: 15px; } .hide-comments .sidebar { display: none; } .sidebar .comment { background: var(--colab-primary-surface-color); font-fa= mily: sans-serif; font-size: var(--colab-chrome-font-size); font-weight: no= rmal; line-height: normal; margin-bottom: 5px; position: absolute; transiti= on: all 0.5s ease-in-out 0s; width: 280px; } .sidebar .comment { box-shadow: rgba(0, 0, 0, 0.1) 0px 0px 4px; } .sidebar .comment.focused { transform: translate(-10px, 0px); transition: a= ll 0.5s ease-in-out 0s; z-index: 50; } .doc-comments-area { background: var(--colab-primary-surface-color); border= : solid 1px var(--colab-border-color); box-shadow: rgba(0, 0, 0, 0.2) 0px 2= px 4px; max-height: 550px; outline: none; overflow-y: auto; position: absol= ute; right: 20px; top: 57px; width: 434px; z-index: 900; } .doc-comments-area.has-comments { padding-bottom: 18px; } .doc-comments-area > .comment { margin: 8px 18px 18px; padding: 4px; positi= on: relative; transition: all 0.5s ease-in-out 0s; } .doc-comments-area * .reply-chain { margin-left: 16px; } .doc-comments-buttons { background: var(--colab-secondary-surface-color); t= ext-align: right; } .comment-fragment { display: block; position: relative; } .comment-fragment.focused { box-shadow: var(--box-shadow-elevation-3dp); } .sidebar > .comment-fragment { border: 1px solid var(--colab-border-color);= border-radius: 8px; overflow: hidden; } .comment-author-info-container { flex: 1 1 0%; } @keyframes corgis {=20 0% { background-position: 120% center, -20% center, -20% center, 120% cen= ter; } 25% { background-position: -20% center, -20% center, -20% center, 120% ce= nter; } 30% { background-position: -20% center, -20% center, -20% center, 120% ce= nter; } 55% { background-position: -20% center, 120% center, -20% center, 120% ce= nter; } 65% { background-position: -20% center, 120% center, -20% center, 120% ce= nter; } 95% { background-position: -20% center, 120% center, 120% center, -20% ce= nter; } 100% { background-position: -20% center, 120% center, 120% center, -20% c= enter; } } .basic-corgi-mode, .halloween-corgi-mode, .pride-corgi-mode, .december-holi= day-corgi-mode { background-repeat: no-repeat; background-size: contain; an= imation: 95s linear 0s infinite normal none running corgis; } .basic-corgi-mode { background-image: url("/v2/common/img/chocolatechip.gif= "), url("/v2/common/img/oreo.gif"), url("/v2/common/img/oreo.gif"), url("/v= 2/common/img/redvelvet.gif"); } .halloween-corgi-mode { background-image: url("/v2/common/img/halloween_cho= colatechip.gif"), url("/v2/common/img/halloween_oreo.gif"), url("/v2/common= /img/halloween_oreo.gif"), url("/v2/common/img/halloween_redvelvet.gif"); } .december-holiday-corgi-mode { background-image: url("/v2/common/img/holida= y_chocolatechip.gif"), url("/v2/common/img/holiday_oreo.gif"), url("/v2/com= mon/img/holiday_oreo.gif"), url("/v2/common/img/holiday_redvelvet.gif"); } .pride-corgi-mode { background-image: url("/v2/common/img/pride_chocolatech= ip.gif"), url("/v2/common/img/oreo.gif"), url("/v2/common/img/oreo.gif"), u= rl("/v2/common/img/redvelvet.gif"); } .dialog-main-content #scrollable { padding: 0px; } .dialog-main-content #scrollable > div, .dialog-main-content #scrollable > = iron-pages, paper-dialog > paper-dialog-scrollable > iron-pages, div.shortc= ut-dialog-content { padding: 25px 24px 7px; } .dialog-main-content ::-webkit-scrollbar { width: 12px; height: 12px; } .dialog-main-content ::-webkit-scrollbar-button { height: 0px; width: 0px; = } .dialog-main-content ::-webkit-scrollbar-thumb { background-color: rgba(0, = 0, 0, 0.1); background-clip: border-box; border-width: 1.1px 1.1px 1.1px 6p= x; min-height: 28px; padding: 0px; box-shadow: rgba(0, 0, 0, 0.1) 1px 1px 0= px inset, rgba(0, 0, 0, 0.1) 0px -1px 0px inset, rgba(0, 0, 0, 0.1) -1px 0p= x 0px inset; } colab-dialog .content-area { padding: 24px; max-width: 800px; } colab-dialog .content-area h2:not(:last-child), colab-dialog .content-area = > .dialog-title { margin-bottom: 20px; } colab-dialog#connection-dialog .content-area { padding-bottom: 4px; } colab-dialog > paper-dialog { border-radius: 3px; } colab-dialog > paper-dialog > * { padding: 0px; margin: 0px !important; } colab-dialog .buttons { position: relative; padding: 8px 8px 8px 24px; marg= in: 0px; color: var(--paper-dialog-button-color,var(--primary-color)); disp= lay: flex; flex-direction: row; justify-content: flex-end; } colab-dialog .buttons paper-button { font-weight: 500; padding: 8px; color:= var(--primary-color); margin: 0px 0px 0px 8px; } colab-dialog .buttons paper-button[disabled] { color: var(--google-blue-100= ); background: none; } colab-dialog .buttons paper-button:focus { background-color: var(--colab-hi= ghlighted-surface-color); font-weight: 700; } colab-dialog .buttons paper-button.dismiss { color: var(--colab-primary-tex= t-color); } colab-dialog .skip-warnings { margin: 16px 0px 0px; } #manage-views-dialog { overflow: visible; } #manage-views-dialog { min-height: 200px; min-width: 300px; } #manage-views-dialog .buttons { margin-top: 30px; } #workspace-picker { min-width: 500px; } #workspace-list { min-height: 300px; max-height: 400px; width: 100%; overfl= ow: hidden scroll; } #piperpath-input { min-width: 640px; } #workspace-list .workspace-item { padding: 10px 0px; text-align: left; widt= h: 100%; display: block; cursor: pointer; } .workspace-item:hover { background: var(--paper-grey-50); } #error-dialog pre { font-size: small; overflow: auto; } colab-dialog .prefs { margin: 0px 0px 18px; } .shortcut-grid { display: flex; flex-flow: row wrap; width: 100%; } .shortcut-column { flex: 1 0 0px; } .shortcut-preference { margin: 8px 0px; min-width: 350px; } .shortcut-preference iron-icon { height: 20px; margin-left: 10px; width: 20= px; } .shortcut-preference-keys { display: inline-block; margin-right: 8px; min-w= idth: 120px; text-align: center; vertical-align: top; } .shortcut-preference-keys input { text-align: center; width: 116px; } .shortcut-preference-description { display: inline-block; max-width: 215px;= } colab-draggable { display: block; padding: 4px; position: relative; } colab-drag-drop-target { display: block; margin: 0px 10px; min-height: 20px= ; min-width: 20px; } colab-drag-drop-target.drop-target-selected { background-color: rgb(204, 20= 4, 204); min-height: 40px; min-width: 40px; } .formview-namelabel { font-family: var(--colab-code-font-family); font-size= : 11pt; font-weight: bold; margin-right: 8px; } body.mobile .formview-edit-button, .inputarea.form .formview-edit-button { = display: none; } .inputarea .show-code-button { display: none; } .inputarea.form .show-code-button { display: block; padding: 2px 8px; } .formview-edit-button { opacity: 0; transition: opacity 0.3s linear 0s; } .focused .formview-edit-button { opacity: 0.25; } .focused .formview-edit-button:hover { opacity: 1; } .formview-input, .formview-dropdown, .formview-slider { margin: 0px 0px 4px= 16px; min-height: 42px; } body.mobile .formview-input, body.mobile .formview-dropdown, body.mobile .f= ormview-slider { margin: 4px 0px 16px 16px; } body:not(.mobile) .formview-namelabel, body:not(.mobile) .formview-valuelab= el, body:not(.mobile) .formview-content { display: inline-block; } .formview-stringquotes { color: rgb(187, 187, 187); font-size: 150%; paddin= g: 0px 4px; user-select: none; } .input-error-area { font-size: 85%; max-width: 30%; } .formview input[type=3D"checkbox"] { margin-top: 6px; } .readonly * .formview-title > paper-button, .commentonly * .formview-title = > paper-button { display: none; } colab-form-title { margin: 0px; } colab-form-title h3 { margin-top: 5px; } colab-form-title paper-icon-button.formview-edit-button { margin: -4px 0px = 0px 4px; } colab-form-title hr, colab-form-markdown hr { margin-top: 20px; } .formview { background: var(--colab-primary-surface-color); padding: 6px 4p= x 8px 12px; } body:not(.mobile) .both .formview { flex-grow: 0; flex-shrink: 0; max-width= : calc(50% - 16px); min-width: calc(50% - 16px); } .formview { overflow: auto hidden; } @media (orientation: portrait) { body.mobile .both .editor { min-width: 200px; order: 1; padding-left: 40p= x; } body.mobile .both .formview { min-width: 150px; padding-left: 4px; } body.mobile .both .formview { min-width: 200px; } } .formview * .output-info { text-align: left; width: 32px; } .editor-form-error { color: var(--error-color); margin: 0px 14px 8px; } .inputarea.code > .formview { display: none; } .colab-lasso { position: absolute; top: 0px; left: 0px; } .lasso-handle { position: absolute; top: 0px; left: 0px; } .lasso-selection { position: absolute; top: 0px; left: 0px; background: rgb= a(0, 90, 255, 0.3); } .edit-form-widget-dialog .dropdown-attributes colab-toolbar-button { displa= y: flex; } .edit-form-widget-dialog colab-shaded-scroller.dropdown-options-container {= display: block; max-height: 220px; overflow: auto; padding: 0px 24px; } .edit-form-widget-dialog .error-content { color: var(--error-color); } .form-widget-attributes-container { display: inline-block; min-height: 250p= x; min-width: 330px; padding: 0px 10px; vertical-align: top; } .edit-form-title-dialog .column { display: inline-block; padding: 0px 20px = 0px 0px; vertical-align: top; } .edit-form-title-dialog .form-width-container { align-items: flex-end; disp= lay: flex; max-width: 225px; } .edit-form-title-dialog .form-width-input { display: inline-block; max-widt= h: calc(100% - 40px); } .edit-form-title-dialog select { appearance: none; background-image: url("d= ata:image/svg+xml;charset=3DUS-ASCII,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w= 3.org%2F2000%2Fsvg%22%20width%3D%22292.4%22%20height%3D%22292.4%22%3E%3Cpat= h%20fill%3D%22rgb%28155%2C155%2C155%29%22%20d%3D%22M287%2069.4a17.6%2017.6%= 200%200%200-13-5.4H18.4c-5%200-9.3%201.8-12.9%205.4A17.6%2017.6%200%200%200= %200%2082.2c0%205%201.8%209.3%205.4%2012.9l128%20127.9c3.6%203.6%207.8%205.= 4%2012.8%205.4s9.2-1.8%2012.8-5.4L287%2095c3.5-3.5%205.4-7.8%205.4-12.8%200= -5-1.9-9.2-5.5-12.8z%22/%3E%3C/svg%3E"); background-repeat: no-repeat, repe= at; background-position: right 0.7em top 50%, 0px 0px; background-size: 0.5= 5em, 100%; background-color: var(--colab-primary-surface-color); border: 1p= x solid transparent; color: var(--colab-primary-text-color); font-size: 16p= x; margin: 8px 0px; padding: 0.6em 1.4em 0.5em 0.8em; } .edit-form-title-dialog paper-checkbox { display: block; padding-top: 15px;= } colab-form-slider input[type=3D"text"].range-output { border: none; outline= : none; text-align: right; width: 60px; } colab-form-slider input[type=3D"range"] { appearance: none; background-colo= r: transparent; border: none; cursor: pointer; margin: 15px 0px; outline: n= one; padding: 0px; position: relative; width: 100%; } colab-form-slider input[type=3D"range"]::-webkit-slider-runnable-track { ba= ckground: var(--paper-grey-400); border-bottom: 3px solid var(--colab-prima= ry-surface-color); border-top: 3px solid var(--colab-primary-surface-color)= ; height: 9px; } colab-form-slider input[type=3D"range"]::-webkit-slider-thumb { appearance:= none; transform-origin: 50% 50%; background-color: var(--google-blue-700);= border-radius: 50%; border: none; height: 14px; margin: -5px 0px 0px; tran= sition: all 0.3s ease 0s; width: 14px; } colab-form-slider input[type=3D"range"]:disabled::-webkit-slider-thumb { ba= ckground-color: var(--paper-grey-400); } colab-form-slider input[type=3D"range"] { border: 1px solid var(--colab-pri= mary-surface-color); } colab-form-dropdown > div.flex { border-bottom: 1px solid var(--colab-form-= field-underline-color); position: relative; } colab-form-dropdown > div.flex.readonly { border-bottom: 1px dashed var(--p= aper-grey-300); } colab-form-dropdown select { appearance: none; background: var(--colab-prim= ary-surface-color); border: 1px solid transparent; color: var(--colab-prima= ry-text-color); font: var(--colab-chrome-font-family); width: 100%; } colab-form-dropdown select::-ms-expand { display: none; } colab-form-dropdown .colab-form-dropdown-arrow { bottom: 0px; height: 24px;= padding: 0px; pointer-events: none; position: absolute; right: 0px; width:= 24px; } colab-form-slider input[type=3D"range"]:disabled, colab-form-slider .range-= output:disabled, colab-form-dropdown .readonly { opacity: 0.5; } colab-form-dropdown colab-input-dropdown paper-menu-button.colab-input-drop= down-button { bottom: 0px; } @-webkit-keyframes fadeOut {=20 0% { opacity: 1; } 100% { opacity: 0; } } @-webkit-keyframes fadeIn {=20 0% { opacity: 0; } 100% { opacity: 1; } } .bigtooltip { overflow: auto; height: 200px; transition-property: height; t= ransition-duration: 500ms; } .smalltooltip { transition-property: height; transition-duration: 500ms; te= xt-overflow: ellipsis; overflow: hidden; height: 80px; } .tooltipbuttons { position: absolute; padding-right: 15px; top: 0px; right:= 0px; } .tooltiptext { padding-right: 30px; } .ipython_tooltip a { float: right; } .pretooltiparrow { left: 0px; margin: 0px; top: -16px; width: 40px; height:= 16px; overflow: hidden; position: absolute; } .pretooltiparrow::before { background-color: rgb(247, 247, 247); border: 1p= x solid rgb(171, 171, 171); z-index: 11; content: ""; position: absolute; l= eft: 15px; top: 10px; width: 25px; height: 25px; transform: rotate(45deg); = } @keyframes kitty-mode-left-animation {=20 0% { background-position: 110% center, 110% center; } 15% { background-position: 110% center, 110% center; } 35% { background-position: -10% center, 110% center; } 50% { background-position: -10% center, 110% center; } 65% { background-position: -10% center, 110% center; } 85% { background-position: -10% center, 110% center; } 100% { background-position: -10% center, -10% center; } } @keyframes kitty-mode-right-animation {=20 0% { background-position: 110% center, 110% center; } 15% { background-position: 110% center, 110% center; } 35% { background-position: 110% center, 110% center; } 50% { background-position: 110% center, 110% center; } 65% { background-position: -10% center, 110% center; } 85% { background-position: -10% center, 110% center; } 100% { background-position: -10% center, -10% center; } } @keyframes kitty-mode-animation-slow {=20 0% { background-position: 110% center; } 100% { background-position: -10% center; } } @keyframes kitty-mode-animation-medium {=20 0% { background-position: 110% center; } 5% { background-position: 110% center; } 95% { background-position: -10% center; } 100% { background-position: -10% center; } } @keyframes kitty-mode-animation-fast {=20 0% { background-position: 110% center; } 10% { background-position: 110% center; } 90% { background-position: -10% center; } 100% { background-position: -10% center; } } .stripes-kitty { background-image: url("/v2/common/img/STRIPES.gif"); } .kinako-kitty { background-image: url("/v2/common/img/KINAKO.gif"); } .midnight-kitty { background-image: url("/v2/common/img/MIDNIGHT.gif"); } .firefox-kitty { background-image: url("/v2/common/img/FIREFOX.gif"); } .maneki-kitty { background-image: url("/v2/common/img/MANEKI.gif"); } .valentin-kitty { background-image: url("/v2/common/img/VALENTIN.gif"); } .ghostpuffs-kitty { background-image: url("/v2/common/img/GHOSTPUFFS.gif");= } .psl-kitty { background-image: url("/v2/common/img/PUMPKINSPICELATTE.gif");= } .vampiregoth-kitty { background-image: url("/v2/common/img/xX_vampiregoth91= _Xx.gif"); } .kace-kitty { background-image: url("/v2/common/img/KACE.gif"); } .ferris-kitty { background-image: url("/v2/common/img/FERRIS.gif"); } .sprinkles-kitty { background-image: url("/v2/common/img/SPRINKLES.gif"); } .kitty-mode-fast { animation: 40s linear 0s 1 normal none running kitty-mod= e-animation-fast; } .kitty-mode-medium { animation: 40s linear 0s 1 normal none running kitty-m= ode-animation-medium; } .kitty-mode-slow { animation: 40s linear 0s 1 normal none running kitty-mod= e-animation-slow; } .kitty-left { transform: scaleX(-1); } .kitty-canvas { background-repeat: no-repeat; background-size: 73px 60px; h= eight: 100%; left: 0px; pointer-events: none; position: absolute; top: 0px;= width: 100%; } paper-button { display: inline-block; text-align: center; font-family: inhe= rit; } [theme=3D"dark"] paper-toast { background-color: var(--colab-highlighted-su= rface-color); } .notebook-vertical { height: 100%; display: flex; flex-flow: column; } .notebook-horizontal { background: var(--colab-primary-surface-color); disp= lay: flex; flex-flow: row; flex-grow: 1; overflow: hidden; position: relati= ve; } .notebook-horizontal > div.layout.vertical { flex-shrink: 1; min-width: 200= px; } .exported-html .notebook-horizontal { overflow: visible; } .overflow-flexbox-workaround { flex-basis: 50%; flex-flow: column; flex-gro= w: 1; position: relative; } .notebook-container { height: 100%; overflow-y: scroll; position: absolute;= width: 100%; } .notebook-container:focus { outline: none; } .exported-html .notebook-container { overflow-y: initial; } .exported-html .top-floater { display: none; } .notebook-scrolling-horizontal { display: flex; flex-flow: row; } .notebook-content-background { flex: 1 1 auto; min-width: 700px; } body.mobile .notebook-content-background { min-width: 250px; } .notebook-content { background: var(--colab-primary-surface-color); display= : flex; flex-direction: column; margin: 7px 0px 5px 3px; min-height: 800px;= min-width: 600px; padding: 2px 4px 400px 18px; } body.mobile .notebook-content { margin: 4px; min-width: 240px; } .notebook-content.readonly { padding-top: 17px; } .notebook-content.readonly .cell { margin-top: 8px; } .colab-left-pane-open .notebook-content { margin-left: 4px; } .mobile .colab-left-pane-open #top-toolbar > * { visibility: hidden; } .notebook-cell-list { background: var(--colab-primary-surface-color); } paper-toast a { color: rgb(238, 255, 65); } paper-toast .pro-oom { align-items: center; display: flex; } paper-toast .pro-oom span { max-width: 300px; } .executedcode-codeblock { background-color: var(--code-cell-background); fo= nt-family: var(--colab-code-font-family); margin: 8px; padding: 8px; } .executedcode-codeblock p { margin: 0px 14px; white-space: pre; } .executedcode-order { padding-right: 8px; } .executedcode-kernel { color: rgb(83, 137, 40); } .code-help { font-family: var(--colab-code-font-family); margin: 16px; whit= e-space: pre-wrap; } .code-help a:link { text-decoration: none; } .code-help a:visited { text-decoration: none; } .code-help a:hover { text-decoration: underline; } .code-help a:active { text-decoration: underline; } .notebook-container .goog-tab { color: rgb(102, 102, 102); text-decoration:= none; } .notebook-container .goog-tab-selected { border: 1px solid rgb(129, 129, 12= 9); color: rgb(34, 34, 34); } .notebook-container .goog-tab:hover { background: var(--colab-primary-surfa= ce-color); box-shadow: rgb(204, 204, 204) 0px 1px 5px inset; color: rgb(34,= 34, 34); padding-bottom: 5px; text-decoration: none; } .notebook-container .goog-tab-bar { background-color: var(--colab-primary-s= urface-color); } .notebook-container .goog-tab-bar-top { border-bottom: 1px solid rgb(145, 1= 45, 145) !important; } .notebook-container .goog-tab-bar-top .goog-tab { border-radius: 2px 2px 0p= x 0px; margin: 1px 0px 0px 2px; } .notebook-container .goog-tab-bar-top .goog-tab-selected { border-bottom: n= one; margin-top: 0px; top: 1px; } .notebook-container .goog-tab-bar-top .goog-tab { border-bottom: none; marg= in: 1px 4px 0px 0px; } #exported-header { text-align: center; } .btn-med { --paper-button-ink-color:var(--hairline-button-primary); backgro= und-color: var(--colab-primary-surface-color); border-radius: 4px; border: = 1px solid var(--colab-border-color); color: var(--hairline-button-primary);= font-family: var(--colab-google-sans-font-family); font-size: 14px; font-w= eight: 500; padding: 9px 23px 8px; text-transform: unset; vertical-align: m= iddle; } .btn-med:hover { background-color: var(--hairline-button-overlay-hovered); = color: var(--hairline-button-secondary); } .btn-med:active { border-color: var(--hairline-button-primary); color: var(= --hairline-button-secondary); } .btn-med[disabled] { border-color: var(--hairline-button-disabled-container= ); color: var(--hairline-button-disabled-label); } .notebook-busy { cursor: progress; } .layout.horizontal { display: flex; flex-direction: row; } .layout.noshrink { flex-shrink: 0; } .layout.grow { flex-grow: 1; } .layout.vertical { display: flex; flex-direction: column; } .layout.center { align-items: center; } .layout.end { align-items: flex-end; } .flex { flex: 1 1 0%; } .nowrap { white-space: nowrap; } .colab-styled-scroller::-webkit-scrollbar, colab-shaded-scroller::-webkit-s= crollbar { height: 12px; width: 12px; } .colab-styled-scroller::-webkit-scrollbar-button, colab-shaded-scroller::-w= ebkit-scrollbar-button { height: 0px; width: 0px; } .colab-styled-scroller::-webkit-scrollbar-thumb, colab-shaded-scroller::-we= bkit-scrollbar-thumb { background-clip: border-box; background-color: var(-= -colab-scrollbar-color); border-width: 1.1px 1.1px 1.1px 6px; box-shadow: r= gba(0, 0, 0, 0.1) 1px 1px 0px inset, rgba(0, 0, 0, 0.1) 0px -1px 0px inset,= rgba(0, 0, 0, 0.1) -1px 0px 0px inset; min-height: 28px; padding: 0px; } .colab-large-icon { height: 60px; width: 40px; } iron-overlay-backdrop { z-index: 1001 !important; } colab-dialog > paper-dialog, .colab-popup { z-index: 1002 !important; } paper-item { cursor: default; } a { color: var(--colab-anchor-color); } div.proxies { height: 0px; overflow: hidden; } div.proxies iframe { border: 0px; inset: -9999px; display: none; height: 1p= x; position: absolute; width: 1px; } iron-icon[icon=3D"colab-large:colab-corp"], iron-icon[icon=3D"colab:colab-l= ogo"] { will-change: opacity; } colab-dialog.reverse-buttons .buttons { display: flex; flex-direction: row-= reverse; justify-content: end; } .mwc-icon { direction: ltr; display: inline-block; font-family: var(--mdc-i= con-font,"Material Icons"); font-size: var(--mdc-icon-size,24px); font-styl= e: normal; font-weight: normal; letter-spacing: normal; line-height: 1; tex= t-transform: none; white-space: nowrap; overflow-wrap: normal; -webkit-font= -smoothing: antialiased; text-rendering: optimizelegibility; font-feature-s= ettings: "liga"; } .power-overlay { height: 100%; left: 0px; pointer-events: none; position: a= bsolute; top: 0px; width: 100%; z-index: 1; } .power-label { background: linear-gradient(red, red) no-repeat text, darkre= d; bottom: 30px; color: transparent; display: block; font-family: impact; f= ont-size: 24pt; pointer-events: none; position: absolute; right: 30px; z-in= dex: 3; -webkit-text-stroke: 2px black; } .power-label-clone { background-image: none; background-position: initial; = background-size: initial; background-repeat: initial; background-attachment= : initial; background-origin: initial; background-color: initial; color: re= d; z-index: 2; transition-property: margin-bottom, opacity; margin-bottom: = 0px; opacity: 1; background-clip: unset; } body.power-mode-enabled .notebook-vertical { overflow: hidden; } @media print { body { overflow-y: visible; } .notebook-vertical { position: static; height: initial; } .notebook-container { height: initial; position: initial; overflow-y: ini= tial; } .notebook-content { border: initial; margin: initial; min-width: 0px; } .notebook-tab-content, .notebook-content-background { min-width: 0px; } .cell-gutter, .cell-toolbar, .top-floater, #top-toolbar, colab-left-pane = { display: none; } div.main-content { box-shadow: none !important; } } colab-find-replace paper-button.button { align-items: center; background: v= ar(--colab-highlighted-surface-color); display: flex; font-size: var(--cola= b-chrome-font-size); font-weight: 500; height: 31px; justify-content: cente= r; padding: 0px; } colab-find-replace paper-button.button[disabled] { background-color: var(--= colab-highlighted-surface-color); opacity: 0.5; } colab-find-replace paper-icon-button[disabled] { color: var(--paper-icon-bu= tton-disabled-text,var(--disabled-text-color)); } colab-find-replace .flex-end { justify-content: flex-end; } .colab-find-suffix { color: var(--paper-grey-500); } colab-left-pane .colab-find-suffix { margin: auto 0px; } colab-find-replace.readonly .colab-replace-input, colab-find-replace.readon= ly .colab-find-replace { display: none; } colab-find-replace paper-checkbox, colab-find-replace paper-button, colab-f= ind-replace paper-icon-button { color: var(--colab-icon-color); flex-shrink= : 0; margin: auto 8px; } colab-find-replace paper-checkbox { --paper-checkbox-unchecked-color:var(--= colab-secondary-text-color); --paper-checkbox-label-color:var(--colab-secon= dary-text-color); --paper-checkbox-unchecked-ink-color:var(--paper-orange-4= 00); --paper-checkbox-checked-ink-color:var(--paper-orange-400); --paper-ch= eckbox-checked-color:var(--paper-orange-400); margin: 8px 16px 8px 0px; } colab-find-replace paper-input, colab-find-replace paper-input.colab-find-i= nput { flex-grow: 1; margin: 0px; } colab-find-replace paper-input.colab-find-input { margin-right: 14px; } colab-find-replace { overflow: hidden; padding: 4px 2px 6px 10px; } colab-find-replace .colab-find-button { margin-left: 0px; margin-right: 0px= ; padding-left: 4px; padding-right: 4px; } colab-find-results { flex-shrink: 1; min-height: 40px; overflow: auto; } .find-replace-result { border-bottom: solid 1px var(--paper-grey-200); disp= lay: flex; flex-direction: row; font-family: var(--colab-code-font-family);= font-size: 13px; min-height: 20px; padding: 0px 4px; } .find-replace-result.iron-selected { background-color: var(--colab-highligh= ted-surface-color); } .find-replace-result:first-child { border-top: solid 1px var(--paper-grey-2= 00); } .find-replace-result div { min-width: 0px; overflow: hidden; text-overflow:= ellipsis; white-space: nowrap; } .find-replace-result paper-icon-button { display: none; height: 20px; margi= n: 0px; padding: 0px; width: 20px; } .find-replace-result:hover paper-icon-button { display: inline-block; } colab-resizer { display: flex; --resizer-height:5px; } colab-resizer.ew-resize, colab-resizer.we-resize { flex-flow: row; } colab-resizer.ns-resize, colab-resizer.sn-resize { flex-flow: column; } colab-resizer > * { flex-grow: 1; } colab-resizer .ns-resize .resizer-contents, colab-resizer .sn-resize .resiz= er-contents { height: calc(100% - var(--resizer-height)); } colab-resizer.ew-resize > *, colab-resizer.we-resize > * { min-width: 0px; = } .resizer-thumb { flex: 0 0 5px; transition: background 0.1s ease 0s; } .resizer-thumb:hover { background: rgb(119, 119, 119); } colab-resizer.ew-resize > .resizer-thumb, colab-resizer.we-resize > .resize= r-thumb { cursor: ew-resize; } colab-resizer.ns-resize > .resizer-thumb, colab-resizer.sn-resize > .resize= r-thumb { cursor: ns-resize; height: var(--resizer-height); } colab-resizer.no-resize > .resizer-thumb { display: none; } colab-resizing-grid { border-collapse: collapse; display: table; position: = relative; width: 100%; } .resizing-thumb { bottom: 0px; display: none; position: absolute; top: 0px;= width: 4px; } .resizing-grid-column-group { display: table-column-group; } .resizing-grid-column { display: table-column; } .resizing-grid-row { display: table-row; } .resizing-grid-cell { display: table-cell; height: 50px; padding: 2px; vert= ical-align: top; } colab-resizing-grid.resizing .resizing-thumb { cursor: ew-resize; } colab-resizing-grid.resizing .resizing-thumb:active, colab-resizing-grid.re= sizing .resizing-thumb:hover { border-left: 2px solid black; } colab-resizing-grid.resizing .resizing-grid-cell { border: 1px dashed black= ; } colab-resizing-grid.resizing .resizing-thumb { display: block; } .text.has-statusbar:not(.edit) .monaco-vim-statusbar, .text.has-statusbar:n= ot(.edit) .monaco-emacs-statusbar { display: none !important; } .text.edit .monaco-editor, .text.edit .monaco-editor .margin, .text.edit .m= onaco-editor-background, .text.edit .monaco-editor .inputarea.ime-input { b= ackground-color: var(--colab-primary-surface-color); } .markdown a.error { color: var(--colab-error-icon-color); } .markdown a.error paper-icon-button { height: 16px; margin: 0px 4px; paddin= g: 0px; width: 16px; } .text.edit .markdown a:not(.error) { color: var(--colab-anchor-color); } .markdown-toolbar-preview[active] { font-weight: 700; } .markdown span table { border-collapse: collapse; border-spacing: 0px; bord= er: none; font-size: 12px; margin-left: auto; margin-right: auto; table-lay= out: fixed; } .markdown span thead { border-bottom: 1px solid black; vertical-align: bott= om; } .markdown span tr, .markdown span th, .markdown span td { border: none; lin= e-height: 1; overflow: hidden; padding: 0.5em; text-overflow: ellipsis; ver= tical-align: middle; white-space: nowrap; } .markdown span th { font-weight: bold; } .markdown span tbody tr:nth-child(2n+1) { background: var(--colab-secondary= -surface-color); } .markdown span tbody tr:hover { background: var(--colab-highlighted-surface= -color); } body.mobile .markdown > span > p, body.mobile .markdown > span > table { di= splay: block; width: 100%; } body.mobile .markdown > span > table { overflow-x: auto; } .markdown { line-height: 1.6; } .markdown code { font-size: 90%; } .markdown p, .markdown ol, .markdown ul { font-size: 16px; margin-top: 0.5e= m; } .markdown h1, .markdown h2, .markdown h3, .markdown h4, .markdown h5, .mark= down h6 { font-weight: 400; margin-bottom: 0.5em; margin-top: 0.5em; } .formview .markdown h1, .formview .markdown h2, .formview .markdown h3, .fo= rmview .markdown h4, .formview .markdown h5, .formview .markdown h6 { margi= n-top: 0px; } .formview { padding-top: 4px; } .markdown h1 { font-size: 26px; } .markdown h2 { font-size: 23px; } .markdown h3 { font-size: 20px; } .markdown h4 { font-size: 18px; } .markdown h5, .markdown h6 { font-size: 16px; } .markdown :not(pre) > code { background-color: var(--code-cell-background);= border-radius: 2px; padding: 0px 3px; } .markdown pre { background-color: var(--code-cell-background); border: var(= --colab-border-color); border-radius: 2px; margin: 1em 0px; padding: 12px 8= px; overflow-x: auto; white-space: pre; } .cell-tab .text.edit .text-top-div, .cell-tab .markdown-toolbar-preview, .c= ell-tab .header-section-toggle { display: none; } .cell-tab .text.edit .editor-container .editor { border-bottom: none; } #top-toolbar { background-color: transparent; border-bottom: 1px solid var(= --colab-border-color); padding-left: 8px; position: relative; } #top-toolbar .collapsed-options { display: none; } #top-toolbar.collapsed .expanded-options { display: none; } #top-toolbar .expanded-options, #top-toolbar.collapsed .collapsed-options {= align-items: center; display: inline-flex; } #top-toolbar.collapsed .collapsed-options paper-icon-button { margin: 1px; = padding: 2px; } #top-toolbar.collapsed colab-permissions-button { display: none; } #top-toolbar colab-last-saved-indicator { margin-left: 16px; } #top-toolbar paper-icon-button { border-radius: 100%; color: var(--colab-ic= on-color); height: 24px; padding: 0px; width: 24px; } #top-toolbar paper-icon-button:hover { background-color: var(--colab-highli= ghted-surface-color); } #toggle-header-button { margin-right: 20px; } body.mobile #toggle-header-button { margin-right: 8px; } .colab-separator { background: var(--colab-border-color); height: 24px; mar= gin-left: 9px; margin-right: 9px; width: 1px; } .notebook-scroll-shadow { left: 0px; min-height: 8px; pointer-events: none;= position: absolute; right: 0px; top: 0px; } #top-toolbar colab-toolbar-button { --iron-icon-margin:0 4px 0 0; } body.mobile #top-toolbar paper-button { --iron-icon-width:18px; color: var(= --colab-toolbar-button-color); flex-grow: 0; margin: 0px; min-width: 0px; p= adding: 0px 10px 0px 0px; white-space: nowrap; } body.mobile #toggle-header-button { flex-shrink: 0; } #header paper-button[command] { font-size: var(--colab-chrome-font-size); t= ext-transform: unset; } #view-editor colab-drag-drop-target.drop-target-selected { min-height: 100p= x; } .hidden-cell-pane colab-drag-drop-target { display: none; } #view-editor #view-name { margin: 6px 12px 0px; } #view-editor colab-drag-drop-zone { display: block; min-height: 100%; } #view-editor colab-tab-layout colab-drag-drop-zone { border: 1px dashed bla= ck; } #view-editor-hide-code-option { margin: 0px 20px; } #view-editor .edit-view-buttons { background: var(--colab-primary-surface-c= olor); flex: 0 0 0%; float: left; position: sticky; top: 0px; width: 30px; = } .draggable-cell > .view-draggable-paper > .edit-view-buttons .view-layout-c= ontrol, .draggable-tabs > .view-draggable-paper > .edit-view-buttons .view-= cell-control, .draggable-grid > .view-draggable-paper > .edit-view-buttons = .view-cell-control, .notebook-content .view-drag, .notebook-content .view-a= dd, .hidden-cell-pane .view-move, .hidden-cell-pane .view-remove { display:= none; } #view-editor .draggable-content { flex: 1 1 0%; margin-left: 30px; min-heig= ht: 54px; overflow: hidden; padding: 4px; position: relative; } #view-editor .edit-view-buttons paper-icon-button { height: 20px; margin: 0= px 4px; padding: 2px; width: 25px; } #view-editor .draggable-cell-mask { cursor: move; } #view-editor .draggable-cell-mask { inset: 0px; position: absolute; } #view-editor .cell { overflow: hidden; z-index: 0; } #view-editor .notebook-content { margin: 8px; padding: 0px 2px; } #view-editor .view-header { padding-left: 8px; } #view-editor .view-header .buttons { display: none; } .notebook-cell-list > colab-drag-drop-zone > colab-drag-drop-target:last-of= -type { min-height: 200px; } .view-editor-toolbar { background-color: var(--colab-secondary-surface-colo= r); box-shadow: var(--box-shadow-elevation-3dp); order: -1; position: relat= ive; } .cells-not-in-view { overflow-y: auto; } .view-controls { align-items: center; display: flex; flex-grow: 1; margin: = 4px; } .view-controls paper-button { align-items: center; display: inline-flex; } .view-editor-save-button, .view-editor-cancel-button { margin: 4px; padding= : 13px 0px; } .view-draggable-paper { overflow: auto; } .hidden-cell-pane colab-resizer { height: 150px; min-height: 150px; max-hei= ght: 500px; overflow: auto; } .hidden-cell-pane .resizer-contents { display: flex; flex-flow: column; mar= gin-left: 18px; } .hidden-cell-pane-title { flex-shrink: 0; } .hidden-cell-pane-title h2 { flex-grow: 1; margin: 4px 12px 0px; } .hidden-cell-pane .cells-not-in-view { overflow-y: auto; } .hidden-cell-pane .view-draggable-paper { background: var(--colab-primary-s= urface-color); display: block; margin-left: 8px; margin-right: 8px; } #view-hidden-cells-button[active] { font-weight: bold; } .view-header { border-bottom: 1px solid var(--colab-border-color); padding:= 0px 26px 16px 30px; position: relative; } .view-header a { color: black; text-decoration: none; } .view-header h1 { flex-grow: 1; } .view-header paper-button { background: var(--colab-primary-surface-color);= color: var(--colab-primary-text-color); margin-top: 8px; } .view-header iron-icon { margin: 0px 8px 4px 0px; } .layouts-view .layout-grid table { width: 100%; } .layouts-view .layout-grid td { vertical-align: top; } .layout-grid img, .layout-tab img { max-width: 100%; } .layouts-view colab-tab-layout { margin-top: 12px; } .views-hide-code .cell.code:not(.code-has-output), .layouts-view .cell-tool= bar { display: none; } html { height: 100%; } body { background: var(--colab-primary-surface-color); color: var(--colab-p= rimary-text-color); font-family: var(--colab-chrome-font-family); font-size= : var(--colab-chrome-font-size); font-weight: 400; height: 100%; line-heigh= t: 1.24; margin: 0px; overflow-y: hidden; --mdc-button-disabled-ink-color:v= ar(--colab-tertiary-text-color); --mdc-button-outline-color:var(--colab-bor= der-color); --mdc-dialog-content-ink-color:var(--colab-primary-text-color);= --mdc-dialog-heading-ink-color:var(--colab-primary-text-color); --mdc-them= e-surface:var(--colab-primary-surface-color); --mdc-theme-text-disabled-on-= light:var(--colab-tertiary-text-color); --mdc-theme-text-hint-on-background= :var(--colab-primary-text-color); --mdc-theme-text-primary-on-background:va= r(--colab-primary-text-color); --mdc-theme-text-secondary-on-background:var= (--colab-primary-text-color); --mdc-typography-body1-font-size:var(--colab-= chrome-font-size); --mdc-typography-body1-letter-spacing:normal; --mdc-typo= graphy-button-letter-spacing:0.03125em; --mdc-typography-button-text-transf= orm:none; --mdc-typography-font-family:var(--colab-chrome-font-family); --m= dc-typography-subtitle1-font-size:var(--colab-chrome-font-size); --mdc-typo= graphy-subtitle1-letter-spacing:normal; } body.exported-html { overflow-y: visible; } h1, h2, h3, h4, h5, h6 { color: var(--colab-primary-text-color); font-famil= y: var(--colab-chrome-font-family); font-weight: 700; margin-bottom: 4px; } p, ul { color: var(--colab-primary-text-color); margin-bottom: 6px; margin-= top: 6px; } pre { color: var(--colab-primary-text-color); margin-bottom: 0px; margin-to= p: 0px; } textarea, input[type=3D"text"], input[type=3D"date"] { background-color: va= r(--colab-primary-surface-color); border: 1px solid var(--colab-input-borde= r-color); color: var(--colab-primary-text-color); padding: 2px 1px; } ::placeholder { color: var(--colab-input-placeholder-color); } body > .onegoogle { display: none; } .modal-dialog-bg { z-index: 1000; } .modal-dialog { background: var(--paper-white); border-color: rgb(218, 218,= 218); box-shadow: var(--box-shadow-elevation-2dp); color: var(--paper-grey= -900); outline: none; padding: 4px 8px; z-index: 2000; } .modal-dialog-title { background: var(--paper-white); } .modal-dialog > input { margin: 10px; } .modal-dialog label { margin: 0.5em; } .modal-dialog .preformatted { white-space: pre-wrap; } paper-tooltip .tooltip-with-shortcut { line-height: 1.5; text-align: center= ; } .modal-dialog.share-client-error-dialog { background-color: rgb(255, 255, 2= 55); border-radius: 3px; font-family: arial, sans-serif; padding: 8px; posi= tion: absolute; } .modal-dialog-buttons { padding: 8px; text-align: center; } .colab-icon { color: var(--colab-icon-color); } #python2-kernelspec-warning { color: var(--colab-error-icon-color); } .accelerator-note { color: var(--colab-tertiary-text-color); font-size: 12p= x; margin-bottom: 15px; max-width: 225px; } paper-button.signup-flow { background-color: var(--paper-amber-400); color:= rgb(0, 0, 0); } colab-preferences paper-checkbox { display: flex; } colab-preferences paper-button.signup-flow { margin: 12px; } colab-preferences .signup-flow p:not(.subtext) { margin: 24px 0px; } colab-preferences p.subtext { font-size: 10px; } colab-preferences h3.logo { align-items: center; color: var(--colab-seconda= ry-text-color); display: flex; font-family: var(--colab-google-sans-font-fa= mily); font-size: 32px; font-weight: 600; justify-content: center; margin: = 0px; } colab-preferences h3.logo iron-icon { margin-right: 8px; --iron-icon-height= :46px; --iron-icon-width:46px; } colab-preferences div#center { text-align: center; } #preferences-dialog .buttons #close, #preferences-dialog .buttons.close-onl= y #ok, #preferences-dialog .buttons.close-only #cancel { display: none; } #preferences-dialog .buttons.close-only #close { display: inline-block; } #preferences-dialog .noFun { color: var(--colab-error-icon-color); } #pref_showRulerAt { width: 190px; } #dropdown_menu_pref_editorFontSize { align-items: center; display: inline-f= lex; width: 70px; } #dropdown_menu_pref_editorFontSize::after { content: "pt"; margin-top: 20px= ; } .grecaptcha-badge { display: none; } .styled-dropdown select { background-color: var(--colab-primary-surface-col= or); border: thin solid transparent; color: var(--colab-primary-text-color)= ; display: block; font: inherit; width: 100%; } .styled-dropdown { border-bottom: thin solid var(--colab-form-field-underli= ne-color); display: inline-block; margin: 0px 8px 8px 0px; } .xterm { font-feature-settings: "liga" 0; position: relative; user-select: = none; } .xterm.focus, .xterm:focus { outline: none; } .xterm .xterm-helpers { position: absolute; top: 0px; z-index: 5; } .xterm .xterm-helper-textarea { padding: 0px; border: 0px; margin: 0px; pos= ition: absolute; opacity: 0; left: -9999em; top: 0px; width: 0px; height: 0= px; z-index: -5; white-space: nowrap; overflow: hidden; resize: none; } .xterm .composition-view { background: rgb(0, 0, 0); color: rgb(255, 255, 2= 55); display: none; position: absolute; white-space: nowrap; z-index: 1; } .xterm .composition-view.active { display: block; } .xterm .xterm-viewport { background-color: rgb(0, 0, 0); overflow-y: scroll= ; cursor: default; position: absolute; inset: 0px; } .xterm .xterm-screen { position: relative; } .xterm .xterm-screen canvas { position: absolute; left: 0px; top: 0px; } .xterm .xterm-scroll-area { visibility: hidden; } .xterm-char-measure-element { display: inline-block; visibility: hidden; po= sition: absolute; top: 0px; left: -9999em; line-height: normal; } .xterm { cursor: text; } .xterm.enable-mouse-events { cursor: default; } .xterm.xterm-cursor-pointer { cursor: pointer; } .xterm.column-select.focus { cursor: crosshair; } .xterm .xterm-accessibility, .xterm .xterm-message { position: absolute; in= set: 0px; z-index: 10; color: transparent; } .xterm .live-region { position: absolute; left: -9999px; width: 1px; height= : 1px; overflow: hidden; } .xterm-dim { opacity: 0.5; } .xterm-underline { text-decoration: underline; } colab-file-browser { flex-grow: 1; overflow-y: auto; } .file-browser-message { padding: 10px; } colab-file-tree { display: flex; flex-flow: column; flex-grow: 1; overflow-= y: auto; position: relative; } colab-file-tree .files-drag-to-upload.layout { background: var(--colab-prim= ary-surface-color); border: 2px dashed var(--paper-grey-400); bottom: 28px;= color: var(--paper-grey-700); display: flex; font-size: small; left: 12px;= opacity: 0; padding: 4px 8px; pointer-events: none; position: absolute; ri= ght: 18px; transition: opacity 200ms ease-in 0s; } colab-file-tree.file-hovered .files-drag-to-upload { opacity: 1; } colab-file-tree .files-drag-to-upload * { margin: auto; } .file-tree-buttons { border-bottom: 1px solid var(--colab-border-color); co= lor: var(--colab-icon-color); margin: 0px 16px 8px 8px; } .file-tree-buttons paper-button { border-radius: 50%; height: 40px; min-wid= th: 0px; width: 40px; } .file-tree-buttons paper-icon-button { margin-right: 6px; } .file-tree-buttons paper-button:hover, .file-tree-buttons paper-icon-button= :hover { color: var(--colab-icon-hover-color); } colab-file-tree input[type=3D"file"] { inset: 0px; opacity: 0; position: ab= solute; } colab-toolbar-button.file-upload { position: relative; } colab-file-tree .files-root { flex-grow: 1; overflow-y: auto; } colab-file-view { display: block; } colab-file-view span { user-select: none; } colab-file-tree .file-icon { display: inline-block; flex-shrink: 0; height:= 20px; margin-right: 5px; width: 20px; } colab-file-tree .file-title-row { cursor: pointer; display: flex; padding: = 2px; } colab-file-view.focused, colab-file-view.hovered > .file-title-row, colab-f= ile-tree .file-title-row:hover, colab-file-view[active] > .file-title-row {= background: var(--colab-highlighted-surface-color); } colab-file-view .file-title-row colab-file-progress { height: 20px; width: = 20px; } colab-file-view .directory-icon { transition: transform 0.2s ease 0s; } colab-file-view.collapsed .directory-icon { transform: rotate(-90deg); } colab-file-view .overflow-ellipsis, colab-file-view.collapsed.overflow .ove= rflow-ellipsis { display: none; padding-left: 50px; } colab-file-view.overflow > .overflow-ellipsis { display: block; } colab-file-uploader { align-items: center; display: flex; padding: 8px; } .file-upload-indicator { position: relative; height: 26px; width: 26px; } colab-file-progress { position: relative; } colab-file-progress .file-progress-cancel, .file-upload-indicator:hover .fi= le-upload-error, colab-file-uploader .file-upload-error { display: none; } colab-file-progress:hover .file-progress-cancel, colab-file-uploader.error = .file-upload-error { display: block; } colab-file-progress, .file-upload-icon, .file-progress-icon { height: 26px;= width: 26px; } .file-upload-icon, .file-progress-icon { left: 0px; position: absolute; top= : 0px; } @keyframes file-progress-rotate {=20 100% { transform: rotate(360deg); } } colab-file-progress.indeterminate svg { animation: 2332ms steps(12) 0s infi= nite normal none running file-progress-rotate; } colab-file-progress .file-progress-fill { stroke: var(--paper-orange-400); = } colab-file-progress.error .file-progress-fill { stroke: var(--paper-red-a70= 0); } .file-upload-error { color: var(--paper-red-a700); } .file-tree-name, .file-tree-name-input { flex-grow: 1; overflow: hidden; te= xt-overflow: ellipsis; white-space: nowrap; } colab-file-view.selected { background-color: var(--colab-highlighted-surfac= e-color); } .file-title-row:not(.renaming) .file-tree-name-input { display: none; } .file-title-row.renaming .file-tree-name { display: none; } #file-browser-disk-display { display: none; margin: 4px 8px; } iron-icon.nonwriteable { color: var(--colab-icon-color); height: 20px; widt= h: 20px; } paper-icon-button.file-item-menu { visibility: hidden; height: 20px; paddin= g: 0px; width: 20px; } :not(.parent-link) > .file-title-row:hover paper-icon-button.file-item-menu= , body.mobile :not(.parent-link) > .file-title-row paper-icon-button.file-i= tem-menu { visibility: visible; } colab-files-text-viewer { display: flex; flex-grow: 1; overflow: hidden; } colab-file-viewer-manager { left: 0px; position: absolute; right: 0px; top:= 0px; } colab-github-repo-selector .github-repos { margin-right: 40px; } colab-github-repo-selector select:hover { border-color: var(--paper-grey-60= 0); } colab-github-repo-selector select { background-color: rgb(255, 255, 255); b= order-radius: 2px; border-width: 1px; border-style: solid; border-top-color= : transparent; border-right-color: transparent; border-left-color: transpar= ent; border-image: initial; border-bottom-color: var(--paper-grey-600); cur= sor: default; font: inherit; height: initial; text-transform: initial; vert= ical-align: top; width: initial; } colab-github-repo-selector select:focus { outline: none; } colab-github-repo-selector a iron-icon.open-in-github { color: var(--google= -blue-500); height: 20px; margin-left: 8px; width: 20px; } .github-scope-selector { margin: 0px 8px 16px; } .github-saver { width: 800px; } .github-saver .github-branches, .github-saver .github-repos { flex: 1 1 0%;= margin-bottom: 32px; } .local-kernel-dialog { max-width: 640px; } .local-kernel-dialog-warning-icon { fill: rgb(240, 147, 0); padding-right: = 5px; } .local-kernel-dialog-space-bottom { padding-bottom: 12px; } .local-kernel-dialog-extra-details { padding-left: 12px; } .local-kernel-dialog-content { color: var(--colab-primary-text-color); marg= in-bottom: 6px; margin-top: 6px; } .local-kernel-troubleshooting-failure { fill: var(--paper-red-a700); paddin= g-right: 5px; } .local-kernel-troubleshooting-success { fill: var(--paper-green-a700); padd= ing-right: 5px; } .local-kernel-troubleshooting-list { padding-left: 24px; } .local-kernel-troubleshooting-list pre { margin: 0px; border: 1px solid bla= ck; padding: 5px; background: 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.codicon-debug-breakpoint-data-disabled::before, .codicon-debug-breakpoint-= data::before { content: "=EE=AA=A9"; } .codicon-debug-breakpoint-log-unverified::before { content: "=EE=AA=AA"; } .codicon-debug-breakpoint-log-disabled::before, .codicon-debug-breakpoint-l= og::before { content: "=EE=AA=AB"; } .codicon-briefcase::before { content: "=EE=AA=AC"; } .codicon-broadcast::before { content: "=EE=AA=AD"; } .codicon-browser::before { content: "=EE=AA=AE"; } .codicon-bug::before { content: "=EE=AA=AF"; } .codicon-calendar::before { content: "=EE=AA=B0"; } .codicon-case-sensitive::before { content: "=EE=AA=B1"; } .codicon-check::before { content: "=EE=AA=B2"; } .codicon-checklist::before { content: "=EE=AA=B3"; } .codicon-chevron-down::before { content: "=EE=AA=B4"; } .codicon-chevron-left::before { content: "=EE=AA=B5"; } .codicon-chevron-right::before { content: "=EE=AA=B6"; } .codicon-chevron-up::before { content: "=EE=AA=B7"; } .codicon-chrome-close::before { content: "=EE=AA=B8"; } .codicon-chrome-maximize::before { content: "=EE=AA=B9"; } .codicon-chrome-minimize::before { content: "=EE=AA=BA"; } .codicon-chrome-restore::before { content: "=EE=AA=BB"; } .codicon-circle-outline::before, .codicon-debug-breakpoint-unverified::befo= re { content: "=EE=AA=BC"; } .codicon-circle-slash::before { content: "=EE=AA=BD"; } .codicon-circuit-board::before { content: "=EE=AA=BE"; } .codicon-clear-all::before { content: "=EE=AA=BF"; } .codicon-clippy::before { content: "=EE=AB=80"; } .codicon-close-all::before { content: "=EE=AB=81"; } .codicon-cloud-download::before { content: "=EE=AB=82"; } .codicon-cloud-upload::before { content: "=EE=AB=83"; } .codicon-code::before { content: "=EE=AB=84"; } .codicon-collapse-all::before { content: "=EE=AB=85"; } .codicon-color-mode::before { content: "=EE=AB=86"; } .codicon-comment-discussion::before { content: "=EE=AB=87"; } .codicon-compare-changes::before { content: "=EE=AB=88"; } .codicon-credit-card::before { content: "=EE=AB=89"; } .codicon-dash::before { content: "=EE=AB=8C"; } .codicon-dashboard::before { content: "=EE=AB=8D"; } .codicon-database::before { content: "=EE=AB=8E"; } .codicon-debug-continue::before { content: "=EE=AB=8F"; } .codicon-debug-disconnect::before { content: "=EE=AB=90"; } .codicon-debug-pause::before { content: "=EE=AB=91"; } .codicon-debug-restart::before { content: "=EE=AB=92"; } .codicon-debug-start::before { content: "=EE=AB=93"; } .codicon-debug-step-into::before { content: "=EE=AB=94"; } .codicon-debug-step-out::before { content: "=EE=AB=95"; } .codicon-debug-step-over::before { content: "=EE=AB=96"; } .codicon-debug-stop::before { content: "=EE=AB=97"; } .codicon-debug::before { content: "=EE=AB=98"; } .codicon-device-camera-video::before { content: "=EE=AB=99"; } .codicon-device-camera::before { content: "=EE=AB=9A"; } .codicon-device-mobile::before { content: "=EE=AB=9B"; } .codicon-diff-added::before { content: "=EE=AB=9C"; } .codicon-diff-ignored::before { content: "=EE=AB=9D"; } .codicon-diff-modified::before { content: "=EE=AB=9E"; } .codicon-diff-removed::before { content: "=EE=AB=9F"; } .codicon-diff-renamed::before { content: "=EE=AB=A0"; } .codicon-diff::before { content: "=EE=AB=A1"; } .codicon-discard::before { content: "=EE=AB=A2"; } .codicon-editor-layout::before { content: "=EE=AB=A3"; } .codicon-empty-window::before { content: "=EE=AB=A4"; } .codicon-exclude::before { content: "=EE=AB=A5"; } .codicon-extensions::before { content: "=EE=AB=A6"; } .codicon-eye-closed::before { content: "=EE=AB=A7"; } .codicon-file-binary::before { content: "=EE=AB=A8"; } .codicon-file-code::before { content: "=EE=AB=A9"; } .codicon-file-media::before { content: "=EE=AB=AA"; } .codicon-file-pdf::before { content: "=EE=AB=AB"; } .codicon-file-submodule::before { content: "=EE=AB=AC"; } .codicon-file-symlink-directory::before { content: "=EE=AB=AD"; } .codicon-file-symlink-file::before { content: "=EE=AB=AE"; } .codicon-file-zip::before { content: "=EE=AB=AF"; } .codicon-files::before { content: "=EE=AB=B0"; } .codicon-filter::before { content: "=EE=AB=B1"; } .codicon-flame::before { content: "=EE=AB=B2"; } .codicon-fold-down::before { content: "=EE=AB=B3"; } .codicon-fold-up::before { content: "=EE=AB=B4"; } .codicon-fold::before { content: "=EE=AB=B5"; } .codicon-folder-active::before { content: "=EE=AB=B6"; } .codicon-folder-opened::before { content: "=EE=AB=B7"; } .codicon-gear::before { content: "=EE=AB=B8"; } .codicon-gift::before { content: "=EE=AB=B9"; } .codicon-gist-secret::before { content: "=EE=AB=BA"; } .codicon-gist::before { content: "=EE=AB=BB"; } .codicon-git-commit::before { content: "=EE=AB=BC"; } .codicon-git-compare::before { content: "=EE=AB=BD"; } .codicon-git-merge::before { content: "=EE=AB=BE"; } .codicon-github-action::before { content: "=EE=AB=BF"; } .codicon-github-alt::before { content: "=EE=AC=80"; } .codicon-globe::before { content: "=EE=AC=81"; } .codicon-grabber::before { content: "=EE=AC=82"; } .codicon-graph::before { content: "=EE=AC=83"; } .codicon-gripper::before { content: "=EE=AC=84"; } .codicon-heart::before { content: "=EE=AC=85"; } .codicon-home::before { content: "=EE=AC=86"; } .codicon-horizontal-rule::before { content: "=EE=AC=87"; } .codicon-hubot::before { content: "=EE=AC=88"; } .codicon-inbox::before { content: "=EE=AC=89"; } .codicon-issue-closed::before { content: "=EE=AC=8A"; } .codicon-issue-reopened::before { content: "=EE=AC=8B"; } .codicon-issues::before { content: "=EE=AC=8C"; } .codicon-italic::before { content: "=EE=AC=8D"; } .codicon-jersey::before { content: "=EE=AC=8E"; } .codicon-json::before { content: "=EE=AC=8F"; } .codicon-kebab-vertical::before { content: "=EE=AC=90"; } .codicon-key::before { content: "=EE=AC=91"; } .codicon-law::before { content: "=EE=AC=92"; } .codicon-lightbulb-autofix::before { content: "=EE=AC=93"; } .codicon-link-external::before { content: "=EE=AC=94"; } .codicon-link::before { content: "=EE=AC=95"; } .codicon-list-ordered::before { content: "=EE=AC=96"; } .codicon-list-unordered::before { content: "=EE=AC=97"; } .codicon-live-share::before { content: "=EE=AC=98"; } .codicon-loading::before { content: "=EE=AC=99"; } .codicon-location::before { content: "=EE=AC=9A"; } .codicon-mail-read::before { content: "=EE=AC=9B"; } .codicon-mail::before { content: "=EE=AC=9C"; } .codicon-markdown::before { content: "=EE=AC=9D"; } .codicon-megaphone::before { content: "=EE=AC=9E"; } .codicon-mention::before { content: "=EE=AC=9F"; } .codicon-milestone::before { content: "=EE=AC=A0"; } .codicon-mortar-board::before { content: "=EE=AC=A1"; } .codicon-move::before { content: "=EE=AC=A2"; } .codicon-multiple-windows::before { content: "=EE=AC=A3"; } .codicon-mute::before { content: "=EE=AC=A4"; } .codicon-no-newline::before { content: "=EE=AC=A5"; } .codicon-note::before { content: "=EE=AC=A6"; } .codicon-octoface::before { content: "=EE=AC=A7"; } .codicon-open-preview::before { content: "=EE=AC=A8"; } .codicon-package::before { content: "=EE=AC=A9"; } .codicon-paintcan::before { content: "=EE=AC=AA"; } .codicon-pin::before { content: "=EE=AC=AB"; } .codicon-play::before { content: "=EE=AC=AC"; } .codicon-plug::before { content: "=EE=AC=AD"; } .codicon-preserve-case::before { content: "=EE=AC=AE"; } .codicon-preview::before { content: "=EE=AC=AF"; } .codicon-project::before { content: "=EE=AC=B0"; } .codicon-pulse::before { content: "=EE=AC=B1"; } .codicon-question::before { content: "=EE=AC=B2"; } .codicon-quote::before { content: "=EE=AC=B3"; } .codicon-radio-tower::before { content: "=EE=AC=B4"; } .codicon-reactions::before { content: "=EE=AC=B5"; } .codicon-references::before { content: "=EE=AC=B6"; } .codicon-refresh::before { content: "=EE=AC=B7"; } .codicon-regex::before { content: "=EE=AC=B8"; } .codicon-remote-explorer::before { content: "=EE=AC=B9"; } .codicon-remote::before { content: "=EE=AC=BA"; } .codicon-remove::before { content: "=EE=AC=BB"; } .codicon-replace-all::before { content: "=EE=AC=BC"; } .codicon-replace::before { content: "=EE=AC=BD"; } .codicon-repo-clone::before { content: "=EE=AC=BE"; } .codicon-repo-force-push::before { content: "=EE=AC=BF"; } .codicon-repo-pull::before { content: "=EE=AD=80"; } .codicon-repo-push::before { content: "=EE=AD=81"; } .codicon-report::before { content: "=EE=AD=82"; } .codicon-request-changes::before { content: "=EE=AD=83"; } .codicon-rocket::before { content: "=EE=AD=84"; } .codicon-root-folder-opened::before { content: "=EE=AD=85"; } .codicon-root-folder::before { content: "=EE=AD=86"; } .codicon-rss::before { content: "=EE=AD=87"; } .codicon-ruby::before { content: "=EE=AD=88"; } .codicon-save-all::before { content: "=EE=AD=89"; } .codicon-save-as::before { content: "=EE=AD=8A"; } .codicon-save::before { content: "=EE=AD=8B"; } .codicon-screen-full::before { content: "=EE=AD=8C"; } .codicon-screen-normal::before { content: "=EE=AD=8D"; } .codicon-search-stop::before { content: "=EE=AD=8E"; } .codicon-server::before { content: "=EE=AD=90"; } .codicon-settings-gear::before { content: "=EE=AD=91"; } .codicon-settings::before { content: "=EE=AD=92"; } .codicon-shield::before { content: "=EE=AD=93"; } .codicon-smiley::before { content: "=EE=AD=94"; } .codicon-sort-precedence::before { content: "=EE=AD=95"; } .codicon-split-horizontal::before { content: "=EE=AD=96"; } .codicon-split-vertical::before { content: "=EE=AD=97"; } .codicon-squirrel::before { content: "=EE=AD=98"; } .codicon-star-full::before { content: "=EE=AD=99"; } .codicon-star-half::before { content: "=EE=AD=9A"; } .codicon-symbol-class::before { content: "=EE=AD=9B"; } .codicon-symbol-color::before { content: "=EE=AD=9C"; } .codicon-symbol-constant::before { content: "=EE=AD=9D"; } .codicon-symbol-enum-member::before { content: "=EE=AD=9E"; } .codicon-symbol-field::before { content: "=EE=AD=9F"; } .codicon-symbol-file::before { content: "=EE=AD=A0"; } .codicon-symbol-interface::before { content: "=EE=AD=A1"; } .codicon-symbol-keyword::before { content: "=EE=AD=A2"; } .codicon-symbol-misc::before { content: "=EE=AD=A3"; } .codicon-symbol-operator::before { content: "=EE=AD=A4"; } .codicon-symbol-property::before { content: "=EE=AD=A5"; } .codicon-symbol-snippet::before { content: "=EE=AD=A6"; } .codicon-tasklist::before { content: "=EE=AD=A7"; } .codicon-telescope::before { content: "=EE=AD=A8"; } .codicon-text-size::before { content: "=EE=AD=A9"; } .codicon-three-bars::before { content: "=EE=AD=AA"; } .codicon-thumbsdown::before { content: "=EE=AD=AB"; } .codicon-thumbsup::before { content: "=EE=AD=AC"; } .codicon-tools::before { content: "=EE=AD=AD"; } .codicon-triangle-down::before { content: "=EE=AD=AE"; } .codicon-triangle-left::before { content: "=EE=AD=AF"; } .codicon-triangle-right::before { content: "=EE=AD=B0"; } .codicon-triangle-up::before { content: "=EE=AD=B1"; } .codicon-twitter::before { content: "=EE=AD=B2"; } .codicon-unfold::before { content: "=EE=AD=B3"; } .codicon-unlock::before { content: "=EE=AD=B4"; } .codicon-unmute::before { content: "=EE=AD=B5"; } .codicon-unverified::before { content: "=EE=AD=B6"; } .codicon-verified::before { content: "=EE=AD=B7"; } .codicon-versions::before { content: "=EE=AD=B8"; } .codicon-vm-active::before { content: "=EE=AD=B9"; } .codicon-vm-outline::before { content: "=EE=AD=BA"; } .codicon-vm-running::before { content: "=EE=AD=BB"; } .codicon-watch::before { content: "=EE=AD=BC"; } .codicon-whitespace::before { content: "=EE=AD=BD"; } .codicon-whole-word::before { content: "=EE=AD=BE"; } .codicon-window::before { content: "=EE=AD=BF"; } .codicon-word-wrap::before { content: "=EE=AE=80"; } .codicon-zoom-in::before { content: "=EE=AE=81"; } .codicon-zoom-out::before { content: "=EE=AE=82"; } .codicon-list-filter::before { content: "=EE=AE=83"; } .codicon-list-flat::before { content: "=EE=AE=84"; } .codicon-list-selection::before, .codicon-selection::before { content: "=EE= =AE=85"; } .codicon-list-tree::before { content: "=EE=AE=86"; } .codicon-debug-breakpoint-function-unverified::before { content: "=EE=AE=87= "; } .codicon-debug-breakpoint-function-disabled::before, .codicon-debug-breakpo= int-function::before { content: "=EE=AE=88"; } .codicon-debug-stackframe-active::before { content: "=EE=AE=89"; } .codicon-debug-stackframe-dot::before { content: "=EE=AE=8A"; } .codicon-debug-stackframe-focused::before, .codicon-debug-stackframe::befor= e { content: "=EE=AE=8B"; } .codicon-debug-breakpoint-unsupported::before { content: "=EE=AE=8C"; } .codicon-symbol-string::before { content: "=EE=AE=8D"; } .codicon-debug-reverse-continue::before { content: "=EE=AE=8E"; } .codicon-debug-step-back::before { content: "=EE=AE=8F"; } .codicon-debug-restart-frame::before { content: "=EE=AE=90"; } .codicon-debug-alternate::before { content: "=EE=AE=91"; } .codicon-call-incoming::before { content: "=EE=AE=92"; } .codicon-call-outgoing::before { content: "=EE=AE=93"; } .codicon-menu::before { content: "=EE=AE=94"; } .codicon-expand-all::before { content: "=EE=AE=95"; } .codicon-feedback::before { content: "=EE=AE=96"; } .codicon-group-by-ref-type::before { content: "=EE=AE=97"; } .codicon-ungroup-by-ref-type::before { content: "=EE=AE=98"; } .codicon-debug-alt::before { content: "=EF=84=81"; } @keyframes codicon-spin {=20 100% { transform: rotate(1turn); } } .codicon-animation-spin { animation: 1.5s linear 0s infinite normal none ru= nning codicon-spin; } .context-view { position: absolute; z-index: 2500; } .monaco-count-badge { padding: 3px 5px; border-radius: 11px; font-size: 11p= x; min-width: 18px; min-height: 18px; line-height: 11px; font-weight: 400; = text-align: center; display: inline-block; box-sizing: border-box; } .monaco-findInput { position: relative; } .monaco-findInput .monaco-inputbox { font-size: 13px; width: 100%; } .monaco-findInput > .controls { position: absolute; top: 3px; right: 2px; } .vs .monaco-findInput.disabled { background-color: rgb(225, 225, 225); } .vs-dark .monaco-findInput.disabled { background-color: rgb(51, 51, 51); } .monaco-findInput.highlight-0 .controls { animation: 0.1s linear 0s 1 norma= l none running monaco-findInput-highlight-0; } .monaco-findInput.highlight-1 .controls { animation: 0.1s linear 0s 1 norma= l none running monaco-findInput-highlight-1; } .hc-black .monaco-findInput.highlight-0 .controls, .vs-dark .monaco-findInp= ut.highlight-0 .controls { animation: 0.1s linear 0s 1 normal none running = monaco-findInput-highlight-dark-0; } .hc-black .monaco-findInput.highlight-1 .controls, .vs-dark .monaco-findInp= ut.highlight-1 .controls { animation: 0.1s linear 0s 1 normal none running = monaco-findInput-highlight-dark-1; } @keyframes monaco-findInput-highlight-0 {=20 0% { background: rgba(253, 255, 0, 0.8); } 100% { background: transparent; } } @keyframes monaco-findInput-highlight-1 {=20 0% { background: rgba(253, 255, 0, 0.8); } 99% { background: transparent; } } @keyframes monaco-findInput-highlight-dark-0 {=20 0% { background: rgba(255, 255, 255, 0.44); } 100% { background: transparent; } } @keyframes monaco-findInput-highlight-dark-1 {=20 0% { background: rgba(255, 255, 255, 0.44); } 99% { background: transparent; } } .monaco-icon-label { display: flex; overflow: hidden; text-overflow: ellips= is; } .monaco-icon-label::before { background-size: 16px; background-position: 0p= x center; background-repeat: no-repeat; padding-right: 6px; width: 16px; he= ight: 22px; display: inline-block; -webkit-font-smoothing: antialiased; ver= tical-align: top; flex-shrink: 0; line-height: inherit !important; } .monaco-icon-label > .monaco-icon-label-container { min-width: 0px; overflo= w: hidden; text-overflow: ellipsis; flex: 1 1 0%; } .monaco-icon-label > .monaco-icon-label-container > .monaco-icon-name-conta= iner > .label-name { color: inherit; white-space: pre; } .monaco-icon-label > .monaco-icon-label-container > .monaco-icon-name-conta= iner > .label-name > .label-separator { margin: 0px 2px; opacity: 0.5; } .monaco-icon-label > .monaco-icon-label-container > .monaco-icon-descriptio= n-container > .label-description { opacity: 0.7; margin-left: 0.5em; font-s= ize: 0.9em; white-space: pre; } .monaco-icon-label.italic > .monaco-icon-description-container > .label-des= cription, .monaco-icon-label.italic > .monaco-icon-label-container > .monac= o-icon-name-container > .label-name { font-style: italic; } .monaco-icon-label::after { opacity: 0.75; font-size: 90%; font-weight: 600= ; padding: 0px 16px 0px 5px; text-align: center; } .monaco-list:focus .selected .monaco-icon-label, .monaco-list:focus .select= ed .monaco-icon-label::after, .monaco-tree.focused .selected .monaco-icon-l= abel, .monaco-tree.focused .selected .monaco-icon-label::after { color: inh= erit !important; } .monaco-list-row.focused.selected .label-description, .monaco-list-row.sele= cted .label-description, .monaco-tree-row.focused.selected .label-descripti= on, .monaco-tree-row.selected .label-description { opacity: 0.8; } .monaco-inputbox { position: relative; display: block; padding: 0px; box-si= zing: border-box; font-size: inherit; } .monaco-inputbox.idle { border: 1px solid transparent; } .monaco-inputbox > .wrapper > .input, .monaco-inputbox > .wrapper > .mirror= { padding: 4px; } .monaco-inputbox > .wrapper { position: relative; width: 100%; height: 100%= ; } .monaco-inputbox > .wrapper > .input { display: inline-block; box-sizing: b= order-box; width: 100%; height: 100%; line-height: inherit; border: none; f= ont-family: inherit; font-size: inherit; resize: none; color: inherit; } .monaco-inputbox > .wrapper > input { text-overflow: ellipsis; } .monaco-inputbox > .wrapper > textarea.input { display: block; outline: non= e; } .monaco-inputbox > .wrapper > textarea.input::-webkit-scrollbar { display: = none; } .monaco-inputbox > .wrapper > textarea.input.empty { white-space: nowrap; } .monaco-inputbox > .wrapper > .mirror { position: absolute; display: inline= -block; width: 100%; top: 0px; left: 0px; box-sizing: border-box; white-spa= ce: pre-wrap; visibility: hidden; overflow-wrap: break-word; } .monaco-inputbox-container { text-align: right; } .monaco-inputbox-container .monaco-inputbox-message { display: inline-block= ; overflow: hidden; text-align: left; width: 100%; box-sizing: border-box; = padding: 0.4em; font-size: 12px; line-height: 17px; min-height: 34px; margi= n-top: -1px; overflow-wrap: break-word; } .monaco-inputbox .monaco-action-bar { position: absolute; right: 2px; top: = 4px; } .monaco-inputbox .monaco-action-bar .action-item { margin-left: 2px; } .monaco-inputbox .monaco-action-bar .action-item .codicon { background-repe= at: no-repeat; width: 16px; height: 16px; } .monaco-keybinding { display: flex; align-items: center; line-height: 10px;= } .monaco-keybinding > .monaco-keybinding-key { display: inline-block; border= -width: 1px; border-style: solid; border-color: rgba(204, 204, 204, 0.4) rg= ba(204, 204, 204, 0.4) rgba(186, 186, 186, 0.4); border-image: initial; bor= der-radius: 3px; box-shadow: rgba(186, 186, 186, 0.4) 0px -1px 0px inset; b= ackground-color: rgba(222, 222, 222, 0.4); vertical-align: middle; color: r= gb(85, 85, 85); font-size: 11px; padding: 3px 5px; margin: 0px 2px; } .monaco-keybinding > .monaco-keybinding-key:first-child { margin-left: 0px;= } .monaco-keybinding > .monaco-keybinding-key:last-child { margin-right: 0px;= } .hc-black .monaco-keybinding > .monaco-keybinding-key, .vs-dark .monaco-key= binding > .monaco-keybinding-key { background-color: rgba(128, 128, 128, 0.= 17); color: rgb(204, 204, 204); border-width: 1px; border-style: solid; bor= der-color: rgba(51, 51, 51, 0.6) rgba(51, 51, 51, 0.6) rgba(68, 68, 68, 0.6= ); border-image: initial; box-shadow: rgba(68, 68, 68, 0.6) 0px -1px 0px in= set; } .monaco-keybinding > .monaco-keybinding-key-separator { display: inline-blo= ck; } .monaco-keybinding > .monaco-keybinding-key-chord-separator { width: 6px; } .monaco-list { position: relative; height: 100%; width: 100%; white-space: = nowrap; } .monaco-list.mouse-support { user-select: none; } .monaco-list > .monaco-scrollable-element { height: 100%; } .monaco-list-rows { position: relative; width: 100%; height: 100%; } .monaco-list.horizontal-scrolling .monaco-list-rows { width: auto; min-widt= h: 100%; } .monaco-list-row { position: absolute; box-sizing: border-box; overflow: hi= dden; width: 100%; } .monaco-list.mouse-support .monaco-list-row { cursor: pointer; touch-action= : none; } .monaco-list-row.scrolling { display: none !important; } .monaco-list.element-focused, .monaco-list.selection-multiple, .monaco-list= .selection-single { outline: 0px !important; } .monaco-list:focus .monaco-list-row.selected .codicon { color: inherit; } .monaco-drag-image { display: inline-block; padding: 1px 7px; border-radius= : 10px; font-size: 12px; position: absolute; } .monaco-list-type-filter { display: flex; align-items: center; position: ab= solute; border-radius: 2px; padding: 0px 3px; max-width: calc(100% - 10px);= text-overflow: ellipsis; overflow: hidden; text-align: right; box-sizing: = border-box; cursor: all-scroll; font-size: 13px; line-height: 18px; height:= 20px; z-index: 1; top: 4px; } .monaco-list-type-filter.dragging { transition: top 0.2s ease 0s, left 0.2s= ease 0s; } .monaco-list-type-filter.ne { right: 4px; } .monaco-list-type-filter.nw { left: 4px; } .monaco-list-type-filter > .controls { display: flex; align-items: center; = box-sizing: border-box; transition: width 0.2s ease 0s; width: 0px; } .monaco-list-type-filter.dragging > .controls, .monaco-list-type-filter:hov= er > .controls { width: 36px; } .monaco-list-type-filter > .controls > * { border: none; box-sizing: border= -box; appearance: none; background: none; width: 16px; height: 16px; flex-s= hrink: 0; margin: 0px; padding: 0px; display: flex; align-items: center; ju= stify-content: center; cursor: pointer; } .monaco-list-type-filter > .controls > .filter:checked::before { content: "= =EE=AE=83" !important; } .monaco-list-type-filter > .controls > .filter { margin-left: 4px; } .monaco-list-type-filter-message { position: absolute; box-sizing: border-b= ox; width: 100%; height: 100%; top: 0px; left: 0px; padding: 40px 1em 1em; = text-align: center; white-space: normal; opacity: 0.7; pointer-events: none= ; } .monaco-list-type-filter-message:empty { display: none; } .monaco-list-type-filter { cursor: grab; } .monaco-list-type-filter.dragging { cursor: grabbing; } .monaco-menu .monaco-action-bar.vertical { margin-left: 0px; overflow: visi= ble; } .monaco-menu .monaco-action-bar.vertical .actions-container { display: bloc= k; } .monaco-menu .monaco-action-bar.vertical .action-item { padding: 0px; trans= form: none; display: flex; } .monaco-menu .monaco-action-bar.vertical .action-item.active { transform: n= one; } .monaco-menu .monaco-action-bar.vertical .action-menu-item { flex: 1 1 auto= ; display: flex; height: 2em; align-items: center; position: relative; } .monaco-menu .monaco-action-bar.vertical .action-label { flex: 1 1 auto; te= xt-decoration: none; padding: 0px 1em; background: none; font-size: 12px; l= ine-height: 1; } .monaco-menu .monaco-action-bar.vertical .keybinding, .monaco-menu .monaco-= action-bar.vertical .submenu-indicator { display: inline-block; flex: 2 1 a= uto; padding: 0px 1em; text-align: right; font-size: 12px; line-height: 1; = } .monaco-menu .monaco-action-bar.vertical .submenu-indicator { height: 100%;= } .monaco-menu .monaco-action-bar.vertical .submenu-indicator.codicon { displ= ay: flex; align-items: center; font-size: 16px !important; } .monaco-menu .monaco-action-bar.vertical .submenu-indicator.codicon::before= { margin-left: auto; margin-right: -20px; } .monaco-menu .monaco-action-bar.vertical .action-item.disabled .keybinding,= .monaco-menu .monaco-action-bar.vertical .action-item.disabled .submenu-in= dicator { opacity: 0.4; } .monaco-menu .monaco-action-bar.vertical .action-label:not(.separator) { di= splay: inline-block; box-sizing: border-box; margin: 0px; } .monaco-menu .monaco-action-bar.vertical .action-item { position: static; o= verflow: visible; } .monaco-menu .monaco-action-bar.vertical .action-item .monaco-submenu { pos= ition: absolute; } .monaco-menu .monaco-action-bar.vertical .action-label.separator { padding:= 0.5em 0px 0px; margin-bottom: 0.5em; width: 100%; } .monaco-menu .monaco-action-bar.vertical .action-label.separator.text { pad= ding: 0.7em 1em 0.1em; font-weight: 700; opacity: 1; } .monaco-menu .monaco-action-bar.vertical .action-label:hover { color: inher= it; } .monaco-menu .monaco-action-bar.vertical .menu-item-check { position: absol= ute; visibility: hidden; width: 1em; height: 100%; } .monaco-menu .monaco-action-bar.vertical .action-menu-item.checked .menu-it= em-check { visibility: visible; display: flex; align-items: center; justify= -content: center; } .context-view.monaco-menu-container { outline: 0px; border: none; animation= : 83ms linear 0s 1 normal none running fadeIn; } .context-view.monaco-menu-container .monaco-action-bar.vertical:focus, .con= text-view.monaco-menu-container .monaco-action-bar.vertical :focus, .contex= t-view.monaco-menu-container :focus { outline: 0px; } .monaco-menu .monaco-action-bar.vertical .action-item { border: thin solid = transparent; } .hc-black .context-view.monaco-menu-container { box-shadow: none; } .hc-black .monaco-menu .monaco-action-bar.vertical .action-item.focused { b= ackground: none; } .menubar { display: flex; flex-shrink: 1; box-sizing: border-box; height: 3= 0px; overflow: hidden; flex-wrap: wrap; } .fullscreen .menubar:not(.compact) { margin: 0px; padding: 0px 5px; } .menubar > .menubar-menu-button { align-items: center; box-sizing: border-b= ox; padding: 0px 8px; cursor: default; -webkit-app-region: no-drag; zoom: 1= ; white-space: nowrap; outline: 0px; } .menubar.compact { flex-shrink: 0; } .menubar.compact > .menubar-menu-button { width: 100%; height: 100%; paddin= g: 0px; } .menubar .menubar-menu-items-holder { position: absolute; left: 0px; opacit= y: 1; z-index: 2000; } .menubar .menubar-menu-items-holder.monaco-menu-container { outline: 0px; b= order: none; } .menubar .menubar-menu-items-holder.monaco-menu-container :focus { outline:= 0px; } .menubar .toolbar-toggle-more { width: 20px; height: 100%; } .menubar.compact .toolbar-toggle-more { position: absolute; left: 0px; top:= 0px; cursor: pointer; width: 100%; display: flex; align-items: center; jus= tify-content: center; } .menubar .toolbar-toggle-more { padding: 0px; vertical-align: sub; } .menubar.compact .toolbar-toggle-more::before { content: "=EE=AE=94" !impor= tant; } .monaco-progress-container { width: 100%; height: 5px; overflow: hidden; } .monaco-progress-container .progress-bit { width: 2%; height: 5px; position= : absolute; left: 0px; display: none; } .monaco-progress-container.active .progress-bit { display: inherit; } .monaco-progress-container.discrete .progress-bit { left: 0px; transition: = width 0.1s linear 0s; } .monaco-progress-container.discrete.done .progress-bit { width: 100%; } .monaco-progress-container.infinite .progress-bit { animation-name: progres= s; animation-duration: 4s; animation-iteration-count: infinite; animation-t= iming-function: linear; transform: translateZ(0px); } @keyframes progress {=20 0% { transform: translateX(0px) scaleX(1); } 50% { transform: translateX(2500%) scaleX(3); } 100% { transform: translateX(4950%) scaleX(1); } } .monaco-sash { position: absolute; z-index: 35; touch-action: none; } .monaco-sash.disabled { pointer-events: none; } .monaco-sash.vertical { cursor: ew-resize; top: 0px; width: 4px; height: 10= 0%; } .monaco-sash.mac.vertical { cursor: col-resize; } .monaco-sash.vertical.minimum { cursor: e-resize; } .monaco-sash.vertical.maximum { cursor: w-resize; } .monaco-sash.horizontal { cursor: ns-resize; left: 0px; width: 100%; height= : 4px; } .monaco-sash.mac.horizontal { cursor: row-resize; } .monaco-sash.horizontal.minimum { cursor: s-resize; } .monaco-sash.horizontal.maximum { cursor: n-resize; } .monaco-sash:not(.disabled).orthogonal-end::after, .monaco-sash:not(.disabl= ed).orthogonal-start::before { content: " "; height: 8px; width: 8px; z-ind= ex: 100; display: block; cursor: all-scroll; position: absolute; } .monaco-sash.orthogonal-start.vertical::before { left: -2px; top: -4px; } .monaco-sash.orthogonal-end.vertical::after { left: -2px; bottom: -4px; } .monaco-sash.orthogonal-start.horizontal::before { top: -2px; left: -4px; } .monaco-sash.orthogonal-end.horizontal::after { top: -2px; right: -4px; } .monaco-sash.disabled { cursor: default !important; pointer-events: none !i= mportant; } .monaco-sash.touch.vertical { width: 20px; } .monaco-sash.touch.horizontal { height: 20px; } .monaco-sash.debug { background: cyan; } .monaco-sash.debug.disabled { background: rgba(0, 255, 255, 0.2); } .monaco-sash.debug:not(.disabled).orthogonal-end::after, .monaco-sash.debug= :not(.disabled).orthogonal-start::before { background: red; } .monaco-scrollable-element > .scrollbar > .up-arrow { background: url("data= :image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTEgMTEiIHhtbG5zPSJodHRwOi8vd= 3d3LnczLm9yZy8yMDAwL3N2ZyI+PHBhdGggZD0ibTkuNDgwNDYsOC45NjE1bDEuMjYsLTEuMjZs= LTUuMDQsLTUuMDRsLTUuNDYsNS4wNGwxLjI2LDEuMjZsNC4yLC0zLjc4bDMuNzgsMy43OHoiIGZ= pbGw9IiM0MjQyNDIiLz48L3N2Zz4=3D"); cursor: pointer; } .monaco-scrollable-element > .scrollbar > .down-arrow { background: url("da= ta:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmc= iIHZpZXdCb3g9IjAgMCAxMSAxMSI+PHBhdGggdHJhbnNmb3JtPSJyb3RhdGUoLTE4MCA1LjQ5MD= Q1OTkxODk3NTgzLDUuODExNTAwMDcyNDc5MjQ4KSIgZmlsbD0iIzQyNDI0MiIgZD0ibTkuNDgwN= DYsOC45NjE1bDEuMjYsLTEuMjZsLTUuMDQsLTUuMDRsLTUuNDYsNS4wNGwxLjI2LDEuMjZsNC4y= LC0zLjc4bDMuNzgsMy43OHoiLz48L3N2Zz4=3D"); cursor: pointer; } .monaco-scrollable-element > .scrollbar > .left-arrow { background: url("da= ta:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmc= iIHZpZXdCb3g9IjAgMCAxMSAxMSI+PHBhdGggdHJhbnNmb3JtPSJyb3RhdGUoLTkwIDUuNDkwND= U5OTE4OTc1ODMxLDUuNDMxMzgyMTc5MjYwMjU0KSIgZmlsbD0iIzQyNDI0MiIgZD0ibTkuNDgwN= DYsOC41ODEzOGwxLjI2LC0xLjI2bC01LjA0LC01LjA0bC01LjQ2LDUuMDRsMS4yNiwxLjI2bDQu= MiwtMy43OGwzLjc4LDMuNzh6Ii8+PC9zdmc+"); cursor: pointer; } .monaco-scrollable-element > .scrollbar > .right-arrow { background: url("d= ata:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTEgMTEiIHhtbG5zPSJodHRwOi= 8vd3d3LnczLm9yZy8yMDAwL3N2ZyI+PHBhdGggdHJhbnNmb3JtPSJyb3RhdGUoOTAgNS42MTcxN= jUwODg2NTM1NjQ1LDUuNTU4MDg5NzMzMTIzNzgpICIgZmlsbD0iIzQyNDI0MiIgZD0ibTkuNjA3= MTcsOC43MDgwOWwxLjI2LC0xLjI2bC01LjA0LC01LjA0bC01LjQ2LDUuMDRsMS4yNiwxLjI2bDQ= uMiwtMy43OGwzLjc4LDMuNzh6Ii8+PC9zdmc+"); cursor: pointer; } .hc-black .monaco-scrollable-element > .scrollbar > .up-arrow, .vs-dark .mo= naco-scrollable-element > .scrollbar > .up-arrow { background: url("data:im= age/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTEgMTEiIHhtbG5zPSJodHRwOi8vd3d3= LnczLm9yZy8yMDAwL3N2ZyI+PHBhdGggZD0ibTkuNDgwNDYsOC45NjE1bDEuMjYsLTEuMjZsLTU= uMDQsLTUuMDRsLTUuNDYsNS4wNGwxLjI2LDEuMjZsNC4yLC0zLjc4bDMuNzgsMy43OHoiIGZpbG= w9IiNFOEU4RTgiLz48L3N2Zz4=3D"); } .hc-black .monaco-scrollable-element > .scrollbar > .down-arrow, .vs-dark .= monaco-scrollable-element > .scrollbar > .down-arrow { background: url("dat= a:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmci= IHZpZXdCb3g9IjAgMCAxMSAxMSI+PHBhdGggdHJhbnNmb3JtPSJyb3RhdGUoLTE4MCA1LjQ5MDQ= 1OTkxODk3NTgzLDUuODExNTAwMDcyNDc5MjQ4KSIgZmlsbD0iI0U4RThFOCIgZD0ibTkuNDgwND= YsOC45NjE1bDEuMjYsLTEuMjZsLTUuMDQsLTUuMDRsLTUuNDYsNS4wNGwxLjI2LDEuMjZsNC4yL= C0zLjc4bDMuNzgsMy43OHoiLz48L3N2Zz4=3D"); } .hc-black .monaco-scrollable-element > .scrollbar > .left-arrow, .vs-dark .= monaco-scrollable-element > .scrollbar > .left-arrow { background: url("dat= a:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmci= IHZpZXdCb3g9IjAgMCAxMSAxMSI+PHBhdGggdHJhbnNmb3JtPSJyb3RhdGUoLTkwIDUuNDkwNDU= 5OTE4OTc1ODMxLDUuNDMxMzgyMTc5MjYwMjU0KSIgZmlsbD0iI0U4RThFOCIgZD0ibTkuNDgwND= YsOC41ODEzOGwxLjI2LC0xLjI2bC01LjA0LC01LjA0bC01LjQ2LDUuMDRsMS4yNiwxLjI2bDQuM= iwtMy43OGwzLjc4LDMuNzh6Ii8+PC9zdmc+"); } .hc-black .monaco-scrollable-element > .scrollbar > .right-arrow, .vs-dark = .monaco-scrollable-element > .scrollbar > .right-arrow { background: url("d= ata:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTEgMTEiIHhtbG5zPSJodHRwOi= 8vd3d3LnczLm9yZy8yMDAwL3N2ZyI+PHBhdGggdHJhbnNmb3JtPSJyb3RhdGUoOTAgNS42MTcxN= jUwODg2NTM1NjQ1LDUuNTU4MDg5NzMzMTIzNzgpICIgZmlsbD0iI0U4RThFOCIgZD0ibTkuNjA3= MTcsOC43MDgwOWwxLjI2LC0xLjI2bC01LjA0LC01LjA0bC01LjQ2LDUuMDRsMS4yNiwxLjI2bDQ= uMiwtMy43OGwzLjc4LDMuNzh6Ii8+PC9zdmc+"); } .monaco-scrollable-element > .visible { opacity: 1; background: transparent= ; transition: opacity 0.1s linear 0s; } .monaco-scrollable-element > .invisible { opacity: 0; pointer-events: none;= } .monaco-scrollable-element > .invisible.fade { transition: opacity 0.8s lin= ear 0s; } .monaco-scrollable-element > .shadow { position: absolute; display: none; } .monaco-scrollable-element > .shadow.top { display: block; top: 0px; left: = 3px; height: 3px; width: 100%; box-shadow: rgb(221, 221, 221) 0px 6px 6px -= 6px inset; } .monaco-scrollable-element > .shadow.left { display: block; top: 3px; left:= 0px; height: 100%; width: 3px; box-shadow: rgb(221, 221, 221) 6px 0px 6px = -6px inset; } .monaco-scrollable-element > .shadow.top-left-corner { display: block; top:= 0px; left: 0px; height: 3px; width: 3px; } .monaco-scrollable-element > .shadow.top.left { box-shadow: rgb(221, 221, 2= 21) 6px 6px 6px -6px inset; } .vs .monaco-scrollable-element > .scrollbar > .slider { background: rgba(99= , 99, 99, 0.4); } .vs-dark .monaco-scrollable-element > .scrollbar > .slider { background: rg= ba(120, 120, 120, 0.4); } .hc-black .monaco-scrollable-element > .scrollbar > .slider { background: r= gba(111, 195, 223, 0.6); } .monaco-scrollable-element > .scrollbar > .slider:hover { background: rgba(= 99, 99, 99, 0.7); } .hc-black .monaco-scrollable-element > .scrollbar > .slider:hover { backgro= und: rgba(111, 195, 223, 0.8); } .monaco-scrollable-element > .scrollbar > .slider.active { background: rgba= (0, 0, 0, 0.6); } .vs-dark .monaco-scrollable-element > .scrollbar > .slider.active { backgro= und: rgba(191, 191, 191, 0.4); } .hc-black .monaco-scrollable-element > .scrollbar > .slider.active { backgr= ound: rgb(111, 195, 223); } .vs-dark .monaco-scrollable-element .shadow.top { box-shadow: none; } .vs-dark .monaco-scrollable-element .shadow.left { box-shadow: rgb(0, 0, 0)= 6px 0px 6px -6px inset; } .vs-dark .monaco-scrollable-element .shadow.top.left { box-shadow: rgb(0, 0= , 0) 6px 6px 6px -6px inset; } .hc-black .monaco-scrollable-element .shadow.left, .hc-black .monaco-scroll= able-element .shadow.top, .hc-black .monaco-scrollable-element .shadow.top.= left { box-shadow: none; } .monaco-split-view2 { position: relative; width: 100%; height: 100%; } .monaco-split-view2 > .sash-container { position: absolute; width: 100%; he= ight: 100%; pointer-events: none; } .monaco-split-view2 > .sash-container > .monaco-sash { pointer-events: auto= ; } .monaco-split-view2 > .split-view-container { width: 100%; height: 100%; wh= ite-space: nowrap; position: relative; } .monaco-split-view2 > .split-view-container > .split-view-view { white-spac= e: normal; position: absolute; } .monaco-split-view2 > .split-view-container > .split-view-view:not(.visible= ) { display: none; } .monaco-split-view2.vertical > .split-view-container > .split-view-view { w= idth: 100%; } .monaco-split-view2.horizontal > .split-view-container > .split-view-view {= height: 100%; } .monaco-split-view2.separator-border > .split-view-container > .split-view-= view:not(:first-child)::before { content: " "; position: absolute; top: 0px= ; left: 0px; z-index: 5; pointer-events: none; background-color: var(--sepa= rator-border); } .monaco-split-view2.separator-border.horizontal > .split-view-container > .= split-view-view:not(:first-child)::before { height: 100%; width: 1px; } .monaco-split-view2.separator-border.vertical > .split-view-container > .sp= lit-view-view:not(:first-child)::before { height: 1px; width: 100%; } .monaco-tl-row { display: flex; height: 100%; align-items: center; position= : relative; } .monaco-tl-indent { height: 100%; position: absolute; top: 0px; left: 16px;= pointer-events: none; } .hide-arrows .monaco-tl-indent { left: 12px; } .monaco-tl-indent > .indent-guide { display: inline-block; box-sizing: bord= er-box; height: 100%; border-left: 1px solid transparent; transition: borde= r-color 0.1s linear 0s; } .monaco-tl-contents, .monaco-tl-twistie { height: 100%; } .monaco-tl-twistie { font-size: 10px; text-align: right; padding-right: 6px= ; flex-shrink: 0; width: 16px; align-items: center; justify-content: center= ; transform: translateX(3px); display: flex !important; color: inherit !imp= ortant; } .monaco-tl-contents { flex: 1 1 0%; overflow: hidden; } .monaco-tl-twistie.collapsed::before { transform: rotate(-90deg); } .monaco-tl-twistie.codicon-loading::before { animation: 1.25s linear 0s inf= inite normal none running codicon-spin; } .monaco-quick-open-widget { position: absolute; width: 600px; z-index: 2000= ; padding-bottom: 6px; left: 50%; margin-left: -300px; } .monaco-quick-open-widget .monaco-progress-container { position: absolute; = left: 0px; top: 38px; z-index: 1; height: 2px; } .monaco-quick-open-widget .monaco-progress-container .progress-bit { height= : 2px; } .monaco-quick-open-widget .quick-open-input { width: 588px; border: none; m= argin: 6px; } .monaco-quick-open-widget .quick-open-input .monaco-inputbox { width: 100%;= height: 25px; } .monaco-quick-open-widget .quick-open-result-count { position: absolute; le= ft: -10000px; } .monaco-quick-open-widget .quick-open-tree { line-height: 22px; } .monaco-quick-open-widget .quick-open-tree .monaco-tree-row > .content > .s= ub-content { overflow: hidden; } .monaco-quick-open-widget.content-changing .quick-open-tree .monaco-scrolla= ble-element .slider { display: none; } .monaco-quick-open-widget .quick-open-tree .quick-open-entry { overflow: hi= dden; text-overflow: ellipsis; display: flex; flex-direction: column; heigh= t: 100%; } .monaco-quick-open-widget .quick-open-tree .quick-open-entry > .quick-open-= row { display: flex; align-items: center; } .monaco-quick-open-widget .quick-open-tree .quick-open-entry .quick-open-en= try-icon { overflow: hidden; width: 16px; height: 16px; margin-right: 4px; = display: flex; align-items: center; vertical-align: middle; flex-shrink: 0;= } .monaco-quick-open-widget .quick-open-tree .monaco-icon-label, .monaco-quic= k-open-widget .quick-open-tree .monaco-icon-label .monaco-icon-label-contai= ner > .monaco-icon-name-container { flex: 1 1 0%; } .monaco-quick-open-widget .quick-open-tree .quick-open-entry .monaco-highli= ghted-label span { opacity: 1; } .monaco-quick-open-widget .quick-open-tree .quick-open-entry .monaco-highli= ghted-label .codicon { vertical-align: sub; } .monaco-quick-open-widget .quick-open-tree .quick-open-entry-meta { opacity= : 0.7; line-height: normal; } .monaco-quick-open-widget .quick-open-tree .content.has-group-label .quick-= open-entry-keybinding { margin-right: 8px; } .monaco-quick-open-widget .quick-open-tree .quick-open-entry-keybinding .mo= naco-keybinding-key { vertical-align: text-bottom; } .monaco-quick-open-widget .quick-open-tree .results-group { margin-right: 1= 8px; } .monaco-quick-open-widget .quick-open-tree .focused .monaco-tree-row.focuse= d > .content.has-actions > .results-group, .monaco-quick-open-widget .quick= -open-tree .monaco-tree-row.focused > .content.has-actions > .results-group= , .monaco-quick-open-widget .quick-open-tree .monaco-tree-row:hover:not(.hi= ghlighted) > .content.has-actions > .results-group { margin-right: 0px; } .monaco-quick-open-widget .quick-open-tree .results-group-separator { borde= r-top-width: 1px; border-top-style: solid; box-sizing: border-box; margin-l= eft: -11px; padding-left: 11px; } .monaco-tree .monaco-tree-row > .content.actions { position: relative; disp= lay: flex; } .monaco-tree .monaco-tree-row > .content.actions > .sub-content { flex: 1 1= 0%; } .monaco-tree .monaco-tree-row > .content.actions .action-item { margin: 0px= ; } .monaco-tree .monaco-tree-row > .content.actions > .primary-action-bar { li= ne-height: 22px; display: none; padding: 0px 0.8em 0px 0.4em; } .monaco-tree .monaco-tree-row.focused > .content.has-actions > .primary-act= ion-bar { width: 0px; display: block; } .monaco-tree.focused .monaco-tree-row.focused > .content.has-actions > .pri= mary-action-bar, .monaco-tree .monaco-tree-row:hover:not(.highlighted) > .c= ontent.has-actions > .primary-action-bar, .monaco-tree .monaco-tree-row > .= content.has-actions.more > .primary-action-bar { width: inherit; display: b= lock; } .monaco-tree .monaco-tree-row > .content.actions > .primary-action-bar .act= ion-label { margin-right: 0.4em; margin-top: 4px; background-repeat: no-rep= eat; width: 16px; height: 16px; } .monaco-quick-open-widget .quick-open-tree .monaco-highlighted-label .highl= ight { font-weight: 700; } .monaco-tree { height: 100%; width: 100%; white-space: nowrap; user-select:= none; position: relative; } .monaco-tree > .monaco-scrollable-element { height: 100%; } .monaco-tree > .monaco-scrollable-element > .monaco-tree-wrapper { height: = 100%; width: 100%; position: relative; } .monaco-tree .monaco-tree-rows { position: absolute; width: 100%; height: 1= 00%; } .monaco-tree .monaco-tree-rows > .monaco-tree-row { box-sizing: border-box;= cursor: pointer; overflow: hidden; width: 100%; touch-action: none; } .monaco-tree .monaco-tree-rows > .monaco-tree-row > .content { position: re= lative; height: 100%; } .monaco-tree-drag-image { display: inline-block; padding: 1px 7px; border-r= adius: 10px; font-size: 12px; position: absolute; } .monaco-tree .monaco-tree-rows > .monaco-tree-row.scrolling { display: none= ; } .monaco-tree.highlighted .monaco-tree-rows > .monaco-tree-row:not(.highligh= ted) { opacity: 0.3; } .monaco-editor .inputarea { min-width: 0px; min-height: 0px; margin: 0px; p= adding: 0px; position: absolute; resize: none; border: none; overflow: hidd= en; color: transparent; background-color: transparent; outline: none !impor= tant; } .monaco-editor .inputarea.ime-input { z-index: 10; } .monaco-editor .margin-view-overlays .current-line, .monaco-editor .view-ov= erlays .current-line { display: block; position: absolute; left: 0px; top: = 0px; box-sizing: border-box; } .monaco-editor .margin-view-overlays .current-line.current-line-margin.curr= ent-line-margin-both { border-right: 0px; } .monaco-editor .lines-content .cdr { position: absolute; } .monaco-editor .glyph-margin { position: absolute; top: 0px; } .monaco-editor .margin-view-overlays .cgmr { position: absolute; display: f= lex; align-items: center; justify-content: center; } .monaco-editor .lines-content .cigr, .monaco-editor .lines-content .cigra {= position: absolute; } .monaco-editor .margin-view-overlays .line-numbers { position: absolute; te= xt-align: right; display: inline-block; vertical-align: middle; box-sizing:= border-box; cursor: default; height: 100%; } .monaco-editor .relative-current-line-number { text-align: left; display: i= nline-block; width: 100%; } .monaco-editor .margin-view-overlays .line-numbers.lh-odd { margin-top: 1px= ; } .monaco-editor.no-user-select .lines-content, .monaco-editor.no-user-select= .view-line, .monaco-editor.no-user-select .view-lines { user-select: none;= } .monaco-editor .view-lines { cursor: text; white-space: nowrap; } .monaco-editor.hc-black.mac .view-lines, .monaco-editor.vs-dark.mac .view-l= ines { cursor: -webkit-image-set(url("data:image/png;base64,iVBORw0KGgoAAAA= NSUhEUgAAABAAAAAQCAQAAAC1+jfqAAAAL0lEQVQoz2NgCD3x//9/BhBYBWdhgFVAiVW4JBFKGI= a4AqD0//9D3pt4I4tAdAMAHTQ/j5Zom30AAAAASUVORK5CYII=3D") 1x, url("data:image/= png;base64,iVBORw0KGgoAAAANSUhEUgAAACAAAAAgCAQAAADZc7J/AAAAz0lEQVRIx2NgYGBY= /R8I/vx5eelX3n82IJ9FxGf6tksvf/8FiTMQAcAGQMDvSwu09abffY8QYSAScNk45G198eX//ye= v73/4///701eh//kZSARckrNBRvz//+8+6ZohwCzjGNjdgQxkAg7B9WADeBjIBqtJCbhRA0YNoI= kBSNmaPEMoNmA0FkYNoFKhapJ6FGyAH3nauaSmPfwI0v/3OukVi0CIZ+F25KrtYcx/CTIy0e+rC= 7R1Z4KMICVTQQ14feVXIbR695u14+Ir4gwAAD49E54wc1kWAAAAAElFTkSuQmCC") 2x) 5 8, = text; } .monaco-editor .view-line { position: absolute; width: 100%; } .monaco-editor .lines-decorations { position: absolute; top: 0px; backgroun= d: rgb(255, 255, 255); } .monaco-editor .margin-view-overlays .cldr { position: absolute; height: 10= 0%; } .monaco-editor .margin-view-overlays .cmdr { position: absolute; left: 0px;= width: 100%; height: 100%; } .monaco-editor .minimap.slider-mouseover .minimap-slider { opacity: 0; tran= sition: opacity 0.1s linear 0s; } .monaco-editor .minimap.slider-mouseover .minimap-slider.active, .monaco-ed= itor .minimap.slider-mouseover:hover .minimap-slider { opacity: 1; } .monaco-editor .minimap-shadow-hidden { position: absolute; width: 0px; } .monaco-editor .minimap-shadow-visible { position: absolute; left: -6px; wi= dth: 6px; } .monaco-editor .overlayWidgets { position: absolute; top: 0px; left: 0px; } .monaco-editor .view-ruler { position: absolute; top: 0px; } .monaco-editor .scroll-decoration { position: absolute; top: 0px; left: 0px= ; height: 6px; } .monaco-editor .lines-content .cslr { position: absolute; } .monaco-editor .top-left-radius { border-top-left-radius: 3px; } .monaco-editor .bottom-left-radius { border-bottom-left-radius: 3px; } .monaco-editor .top-right-radius { border-top-right-radius: 3px; } .monaco-editor .bottom-right-radius { border-bottom-right-radius: 3px; } .monaco-editor.hc-black .top-left-radius { border-top-left-radius: 0px; } .monaco-editor.hc-black .bottom-left-radius { border-bottom-left-radius: 0p= x; } .monaco-editor.hc-black .top-right-radius { border-top-right-radius: 0px; } .monaco-editor.hc-black .bottom-right-radius { border-bottom-right-radius: = 0px; } .monaco-editor .cursors-layer { position: absolute; top: 0px; } .monaco-editor .cursors-layer > .cursor { position: absolute; cursor: text;= overflow: hidden; } .monaco-editor .cursors-layer.cursor-smooth-caret-animation > .cursor { tra= nsition: all 80ms ease 0s; } .monaco-editor .cursors-layer.cursor-block-outline-style > .cursor { box-si= zing: border-box; border-style: solid; border-width: 1px; background: trans= parent !important; } .monaco-editor .cursors-layer.cursor-underline-style > .cursor { border-bot= tom-width: 2px; border-bottom-style: solid; box-sizing: border-box; backgro= und: transparent !important; } .monaco-editor .cursors-layer.cursor-underline-thin-style > .cursor { borde= r-bottom-width: 1px; border-bottom-style: solid; box-sizing: border-box; ba= ckground: transparent !important; } @keyframes monaco-cursor-smooth {=20 0%, 20% { opacity: 1; } 60%, 100% { opacity: 0; } } @keyframes monaco-cursor-phase {=20 0%, 20% { opacity: 1; } 90%, 100% { opacity: 0; } } @keyframes monaco-cursor-expand {=20 0%, 20% { transform: scaleY(1); } 80%, 100% { transform: scaleY(0); } } .cursor-smooth { animation: 0.5s ease-in-out 0s 20 alternate none running m= onaco-cursor-smooth; } .cursor-phase { animation: 0.5s ease-in-out 0s 20 alternate none running mo= naco-cursor-phase; } .cursor-expand > .cursor { animation: 0.5s ease-in-out 0s 20 alternate none= running monaco-cursor-expand; } .monaco-diff-editor .diffOverview { z-index: 9; } .monaco-diff-editor.vs .diffOverview { background: rgba(0, 0, 0, 0.03); } .monaco-diff-editor.vs-dark .diffOverview { background: rgba(255, 255, 255,= 0.01); } .monaco-diff-editor .diffViewport { box-shadow: rgb(185, 185, 185) 0px 0px = 1px 0px inset; background: rgba(0, 0, 0, 0.1); } .monaco-diff-editor.hc-black .diffViewport, .monaco-diff-editor.vs-dark .di= ffViewport { background: rgba(255, 255, 255, 0.1); } .monaco-scrollable-element.modified-in-monaco-diff-editor.vs-dark .scrollba= r, .monaco-scrollable-element.modified-in-monaco-diff-editor.vs .scrollbar = { background: transparent; } .monaco-scrollable-element.modified-in-monaco-diff-editor.hc-black .scrollb= ar { background: none; } .monaco-scrollable-element.modified-in-monaco-diff-editor .slider { z-index= : 10; } .modified-in-monaco-diff-editor .slider.active { background: rgba(171, 171,= 171, 0.4); } .modified-in-monaco-diff-editor.hc-black .slider.active { background: none;= } .monaco-diff-editor .delete-sign, .monaco-diff-editor .insert-sign, .monaco= -editor .delete-sign, .monaco-editor .insert-sign { align-items: center; fo= nt-size: 11px !important; opacity: 0.7 !important; display: flex !important= ; } .monaco-diff-editor.hc-black .delete-sign, .monaco-diff-editor.hc-black .in= sert-sign, .monaco-editor.hc-black .delete-sign, .monaco-editor.hc-black .i= nsert-sign { opacity: 1; } .monaco-editor .inline-added-margin-view-zone, .monaco-editor .inline-delet= ed-margin-view-zone { text-align: right; } .monaco-editor .diagonal-fill { background: url("data:image/png;base64,iVBO= Rw0KGgoAAAANSUhEUgAAAAkAAAAJCAYAAADgkQYQAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv= 8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAAAadEVYdFNvZnR3YXJlAFBhaW50Lk5FVCB2My41Lj= EwMPRyoQAAAChJREFUKFNjOH/+fAMDDgCSu3Dhwn9c8gwwBTgNGR4KQP4HhQOhsAIAZCBTkhtqe= PcAAAAASUVORK5CYII=3D"); } .monaco-editor.vs-dark .diagonal-fill { opacity: 0.2; } .monaco-editor.hc-black .diagonal-fill { background: none; } .monaco-editor .view-zones .view-lines .view-line span { display: inline-bl= ock; } .monaco-editor .margin-view-zones .lightbulb-glyph:hover { cursor: pointer;= } .monaco-diff-editor .diff-review-line-number { text-align: right; display: = inline-block; } .monaco-diff-editor .diff-review { position: absolute; user-select: none; } .monaco-diff-editor .diff-review-summary { padding-left: 10px; } .monaco-diff-editor .diff-review-shadow { position: absolute; } .monaco-diff-editor .diff-review-row { white-space: pre; } .monaco-diff-editor .diff-review-table { display: table; min-width: 100%; } .monaco-diff-editor .diff-review-row { display: table-row; width: 100%; } .monaco-diff-editor .diff-review-cell { display: table-cell; } .monaco-diff-editor .diff-review-spacer { display: inline-block; width: 10p= x; } .monaco-diff-editor .diff-review-actions { display: inline-block; position:= absolute; right: 10px; top: 2px; } .monaco-diff-editor .diff-review-actions .action-label { width: 16px; heigh= t: 16px; margin: 2px 0px; } ::-ms-clear { display: none; } .monaco-editor .editor-widget input { color: inherit; } .monaco-editor { position: relative; overflow: visible; text-size-adjust: 1= 00%; } .monaco-editor .overflow-guard { position: relative; overflow: hidden; } .monaco-editor .view-overlays { position: absolute; top: 0px; } .monaco-editor .bracket-match { box-sizing: border-box; } .monaco-menu .monaco-action-bar.vertical .action-label.hover { background-c= olor: rgb(238, 238, 238); } .monaco-editor .codicon-lightbulb, .monaco-editor .lightbulb-glyph { displa= y: flex; align-items: center; justify-content: center; height: 16px; width:= 20px; padding-left: 2px; } .monaco-editor .codicon-lightbulb:hover, .monaco-editor .lightbulb-glyph:ho= ver { cursor: pointer; } .monaco-editor .codelens-decoration { overflow: hidden; display: inline-blo= ck; text-overflow: ellipsis; } .monaco-editor .codelens-decoration > a, .monaco-editor .codelens-decoratio= n > span { user-select: none; white-space: nowrap; vertical-align: sub; } .monaco-editor .codelens-decoration > a { text-decoration: none; } .monaco-editor .codelens-decoration > a:hover { cursor: pointer; } .monaco-editor .codelens-decoration .codicon { vertical-align: middle; colo= r: currentcolor !important; } .monaco-editor .codelens-decoration > a:hover .codicon::before { cursor: po= inter; } @keyframes fadein {=20 0% { opacity: 0; visibility: visible; } 100% { opacity: 1; } } .monaco-editor .codelens-decoration.fadein { animation: 0.1s linear 0s 1 no= rmal none running fadein; } .colorpicker-widget { height: 190px; user-select: none; } .monaco-editor .colorpicker-hover:focus { outline: none; } .colorpicker-header { display: flex; height: 24px; position: relative; back= ground: url("data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAQAAAAECAYAAACp= 8Z5+AAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAAA= ZdEVYdFNvZnR3YXJlAHBhaW50Lm5ldCA0LjAuMTZEaa/1AAAAHUlEQVQYV2PYvXu3JAi7uLiAMa= YAjAGTQBPYLQkAa/0Zef3qRswAAAAASUVORK5CYII=3D") 0% 0% / 9px 9px; image-rende= ring: pixelated; } .colorpicker-header .picked-color { width: 216px; line-height: 24px; cursor= : pointer; color: rgb(255, 255, 255); flex: 1 1 0%; text-align: center; } .colorpicker-header .picked-color.light { color: rgb(0, 0, 0); } .colorpicker-header .original-color { width: 74px; z-index: inherit; cursor= : pointer; } .colorpicker-body { display: flex; padding: 8px; position: relative; } .colorpicker-body .saturation-wrap { overflow: hidden; height: 150px; posit= ion: relative; min-width: 220px; flex: 1 1 0%; } .colorpicker-body .saturation-box { height: 150px; position: absolute; } .colorpicker-body .saturation-selection { width: 9px; height: 9px; margin: = -5px 0px 0px -5px; border: 1px solid rgb(255, 255, 255); border-radius: 100= %; box-shadow: rgba(0, 0, 0, 0.8) 0px 0px 2px; position: absolute; } .colorpicker-body .strip { width: 25px; height: 150px; } .colorpicker-body .hue-strip { position: relative; margin-left: 8px; cursor= : grab; background: linear-gradient(red 0px, rgb(255, 255, 0) 17%, rgb(0, 2= 55, 0) 33%, rgb(0, 255, 255) 50%, rgb(0, 0, 255) 67%, rgb(255, 0, 255) 83%,= red); } .colorpicker-body .opacity-strip { position: relative; margin-left: 8px; cu= rsor: grab; background: url("data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA= AAQAAAAECAYAAACp8Z5+AAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsM= AAA7DAcdvqGQAAAAZdEVYdFNvZnR3YXJlAHBhaW50Lm5ldCA0LjAuMTZEaa/1AAAAHUlEQVQYV2= PYvXu3JAi7uLiAMaYAjAGTQBPYLQkAa/0Zef3qRswAAAAASUVORK5CYII=3D") 0% 0% / 9px = 9px; image-rendering: pixelated; } .colorpicker-body .strip.grabbing { cursor: grabbing; } .colorpicker-body .slider { position: absolute; top: 0px; left: -2px; width= : calc(100% + 4px); height: 4px; box-sizing: border-box; border: 1px solid = rgba(255, 255, 255, 0.71); box-shadow: rgba(0, 0, 0, 0.85) 0px 0px 1px; } .colorpicker-body .strip .overlay { height: 150px; pointer-events: none; } .monaco-editor.vs .dnd-target { border-right: 2px dotted rgb(0, 0, 0); colo= r: rgb(255, 255, 255); } .monaco-editor.vs-dark .dnd-target { border-right: 2px dotted rgb(174, 175,= 173); color: rgb(81, 80, 79); } .monaco-editor.hc-black .dnd-target { border-right: 2px dotted rgb(255, 255= , 255); color: rgb(0, 0, 0); } .monaco-editor.hc-black.mac.mouse-default .view-lines, .monaco-editor.mouse= -default .view-lines, .monaco-editor.vs-dark.mac.mouse-default .view-lines = { cursor: default; } .monaco-editor.hc-black.mac.mouse-copy .view-lines, .monaco-editor.mouse-co= py .view-lines, .monaco-editor.vs-dark.mac.mouse-copy .view-lines { cursor:= copy; } .monaco-list .monaco-list-row.focused.selected .outline-element-decoration,= .monaco-list .monaco-list-row.focused.selected .outline-element .monaco-hi= ghlighted-label { color: inherit !important; } .monaco-list .outline-element { display: flex; flex: 1 1 0%; flex-flow: row= nowrap; align-items: center; } .monaco-list .outline-element .monaco-highlighted-label { color: var(--outl= ine-element-color); } .monaco-tree .monaco-tree-row.focused .outline-element .outline-element-det= ail { visibility: inherit; } .monaco-list .outline-element .outline-element-decoration { opacity: 0.75; = font-size: 90%; font-weight: 600; padding: 0px 12px 0px 5px; margin-left: a= uto; text-align: center; color: var(--outline-element-color); } .monaco-list .outline-element .outline-element-decoration.bubble { font-fam= ily: codicon; font-size: 14px; opacity: 0.4; } .monaco-list .outline-element .outline-element-icon { margin-right: 4px; } .monaco-icon-label.deprecated { text-decoration: line-through; opacity: 0.6= 6; } .monaco-editor .find-widget { position: absolute; z-index: 10; height: 33px= ; overflow: hidden; line-height: 19px; transition: transform 0.2s linear 0s= ; padding: 0px 4px; box-sizing: border-box; transform: translateY(calc(-100= % - 10px)); } .monaco-editor .find-widget textarea { margin: 0px; } .monaco-editor .find-widget.hiddenEditor { display: none; } .monaco-editor .find-widget.replaceToggled > .replace-part { display: flex;= } .monaco-editor .find-widget.visible { transform: translateY(0px); } .monaco-editor .find-widget .monaco-inputbox.synthetic-focus { outline: -we= bkit-focus-ring-color solid 1px; outline-offset: -1px; } .monaco-editor .find-widget .monaco-inputbox .input { background-color: tra= nsparent; min-height: 0px; } .monaco-editor .find-widget .monaco-findInput .input { font-size: 13px; } .monaco-editor .find-widget > .find-part, .monaco-editor .find-widget > .re= place-part { margin: 4px 0px 0px 17px; font-size: 12px; display: flex; } .monaco-editor .find-widget > .find-part .monaco-inputbox, .monaco-editor .= find-widget > .replace-part .monaco-inputbox { min-height: 25px; } .monaco-editor .find-widget > .replace-part .monaco-inputbox > .wrapper > .= mirror { padding-right: 22px; } .monaco-editor .find-widget > .find-part .monaco-inputbox > .wrapper > .inp= ut, .monaco-editor .find-widget > .find-part .monaco-inputbox > .wrapper > = .mirror, .monaco-editor .find-widget > .replace-part .monaco-inputbox > .wr= apper > .input, .monaco-editor .find-widget > .replace-part .monaco-inputbo= x > .wrapper > .mirror { padding-top: 2px; padding-bottom: 2px; } .monaco-editor .find-widget > .find-part .find-actions, .monaco-editor .fin= d-widget > .replace-part .replace-actions { height: 25px; display: flex; al= ign-items: center; } .monaco-editor .find-widget .monaco-findInput { vertical-align: middle; dis= play: flex; flex: 1 1 0%; } .monaco-editor .find-widget .monaco-findInput .monaco-scrollable-element { = width: 100%; } .monaco-editor .find-widget .monaco-findInput .monaco-scrollable-element .s= crollbar.vertical { opacity: 0; } .monaco-editor .find-widget .matchesCount { display: flex; flex: initial; m= argin: 0px 0px 0px 3px; padding: 2px 0px 0px 2px; height: 25px; vertical-al= ign: middle; box-sizing: border-box; text-align: center; line-height: 23px;= } .monaco-editor .find-widget .button { width: 20px; height: 20px; flex: init= ial; margin-left: 3px; background-position: 50% center; background-repeat: = no-repeat; cursor: pointer; display: flex; align-items: center; justify-con= tent: center; } .monaco-editor .find-widget .button:not(.disabled):hover { background-color= : rgba(0, 0, 0, 0.1); } .monaco-editor .find-widget .button.left { margin-left: 0px; margin-right: = 3px; } .monaco-editor .find-widget .button.wide { width: auto; padding: 1px 6px; t= op: -1px; } .monaco-editor .find-widget .button.toggle { position: absolute; top: 0px; = left: 3px; width: 18px; height: 100%; box-sizing: border-box; } .monaco-editor .find-widget .button.toggle.disabled { display: none; } .monaco-editor .find-widget .disabled { opacity: 0.3; cursor: default; } .monaco-editor .find-widget > .replace-part { display: none; } .monaco-editor .find-widget > .replace-part > .monaco-findInput { position:= relative; display: flex; vertical-align: middle; flex: 0 0 auto; } .monaco-editor .find-widget > .replace-part > .monaco-findInput > .controls= { position: absolute; top: 3px; right: 2px; } .monaco-editor .find-widget.reduced-find-widget .matchesCount { display: no= ne; } .monaco-editor .find-widget.narrow-find-widget { max-width: 257px !importan= t; } .monaco-editor .find-widget.collapsed-find-widget { max-width: 170px !impor= tant; } .monaco-editor .find-widget.collapsed-find-widget .button.next, .monaco-edi= tor .find-widget.collapsed-find-widget .button.previous, .monaco-editor .fi= nd-widget.collapsed-find-widget .button.replace, .monaco-editor .find-widge= t.collapsed-find-widget .button.replace-all, .monaco-editor .find-widget.co= llapsed-find-widget > .find-part .monaco-findInput .controls { display: non= e; } .monaco-editor .findMatch { animation-name: inherit !important; } .monaco-editor .find-widget .monaco-sash { margin-left: -4px; width: 2px !i= mportant; } .monaco-editor.hc-black .find-widget .button:not(.disabled):hover, .monaco-= editor.vs-dark .find-widget .button:not(.disabled):hover { background-color= : rgba(255, 255, 255, 0.1); } .monaco-editor.hc-black .find-widget .button::before { position: relative; = top: 1px; left: 2px; } .monaco-editor .margin-view-overlays .codicon-chevron-down, .monaco-editor = .margin-view-overlays .codicon-chevron-right { cursor: pointer; opacity: 0;= transition: opacity 0.5s ease 0s; display: flex; align-items: center; just= ify-content: center; font-size: 140%; margin-left: 2px; } .monaco-editor .margin-view-overlays .codicon.alwaysShowFoldIcons, .monaco-= editor .margin-view-overlays .codicon.codicon-chevron-right, .monaco-editor= .margin-view-overlays:hover .codicon { opacity: 1; } .monaco-editor .inline-folded::after { color: grey; margin: 0.1em 0.2em 0px= ; content: "=E2=8B=AF"; display: inline; line-height: 1em; cursor: pointer;= } .monaco-editor .peekview-widget .head .peekview-title .severity-icon { disp= lay: inline-block; vertical-align: text-top; margin-right: 4px; } .monaco-editor .marker-widget { text-overflow: ellipsis; white-space: nowra= p; } .monaco-editor .marker-widget > .stale { opacity: 0.6; font-style: italic; = } .monaco-editor .marker-widget .title { display: inline-block; padding-right= : 5px; } .monaco-editor .marker-widget .descriptioncontainer { position: absolute; w= hite-space: pre; user-select: text; padding: 8px 12px 0px 20px; } .monaco-editor .marker-widget .descriptioncontainer .message { display: fle= x; flex-direction: column; } .monaco-editor .marker-widget .descriptioncontainer .message .details { pad= ding-left: 6px; } .monaco-editor .marker-widget .descriptioncontainer .message .source, .mona= co-editor .marker-widget .descriptioncontainer .message span.code { opacity= : 0.6; } .monaco-editor .marker-widget .descriptioncontainer .message a.code-link { = opacity: 0.6; color: inherit; } .monaco-editor .marker-widget .descriptioncontainer .message a.code-link::b= efore { content: "("; } .monaco-editor .marker-widget .descriptioncontainer .message a.code-link::a= fter { content: ")"; } .monaco-editor .marker-widget .descriptioncontainer .message a.code-link > = span { text-decoration: underline; border-bottom: 1px solid transparent; te= xt-underline-position: under; } .monaco-editor .marker-widget .descriptioncontainer .filename { cursor: poi= nter; } .monaco-editor .goto-definition-link { text-decoration: underline; cursor: = pointer; } .monaco-editor .zone-widget .zone-widget-container.reference-zone-widget { = border-top-width: 1px; border-bottom-width: 1px; } .monaco-editor .reference-zone-widget .inline { display: inline-block; vert= ical-align: top; } .monaco-editor .reference-zone-widget .messages { height: 100%; width: 100%= ; text-align: center; padding: 3em 0px; } .monaco-editor .reference-zone-widget .ref-tree { line-height: 23px; } .monaco-editor .reference-zone-widget .ref-tree .reference { text-overflow:= ellipsis; overflow: hidden; } .monaco-editor .reference-zone-widget .ref-tree .reference-file { display: = inline-flex; width: 100%; height: 100%; } .monaco-editor .reference-zone-widget .ref-tree .monaco-list:focus .selecte= d .reference-file { color: inherit !important; } .monaco-editor .reference-zone-widget .ref-tree .reference-file .count { ma= rgin-right: 12px; margin-left: auto; } .monaco-editor.hc-black .reference-zone-widget .ref-tree .reference-file { = font-weight: 700; } .monaco-editor-hover { cursor: default; position: absolute; overflow: hidde= n; z-index: 50; user-select: text; box-sizing: initial; animation: 0.1s lin= ear 0s 1 normal none running fadein; line-height: 1.5em; } .monaco-editor-hover.hidden { display: none; } .monaco-editor-hover .hover-contents { padding: 4px 8px; } .monaco-editor-hover .markdown-hover > .hover-contents:not(.code-hover-cont= ents) { max-width: 500px; overflow-wrap: break-word; } .monaco-editor-hover .markdown-hover > .hover-contents:not(.code-hover-cont= ents) hr { min-width: 100vw; } .monaco-editor-hover p, .monaco-editor-hover ul { margin: 8px 0px; } .monaco-editor-hover code { font-family: var(--monaco-monospace-font); } .monaco-editor-hover hr { margin: 4px -10px -6px; height: 1px; } .monaco-editor-hover p:first-child, .monaco-editor-hover ul:first-child { m= argin-top: 0px; } .monaco-editor-hover p:last-child, .monaco-editor-hover ul:last-child { mar= gin-bottom: 0px; } .monaco-editor-hover ol, .monaco-editor-hover ul { padding-left: 20px; } .monaco-editor-hover li > p { margin-bottom: 0px; } .monaco-editor-hover li > ul { margin-top: 0px; } .monaco-editor-hover code { border-radius: 3px; padding: 0px 0.4em; } .monaco-editor-hover .monaco-tokenized-source { white-space: pre-wrap; word= -break: break-all; } .monaco-editor-hover .hover-row.status-bar { font-size: 12px; line-height: = 22px; } .monaco-editor-hover .hover-row.status-bar .actions { display: flex; paddin= g: 0px 8px; } .monaco-editor-hover .hover-row.status-bar .actions .action-container { mar= gin-right: 16px; cursor: pointer; } .monaco-editor-hover .hover-row.status-bar .actions .action-container .acti= on .icon { padding-right: 4px; } .monaco-editor-hover .markdown-hover .hover-contents .codicon { color: inhe= rit; font-size: inherit; vertical-align: middle; } .monaco-editor-hover .hover-contents a.code-link::before { content: "("; } .monaco-editor-hover .hover-contents a.code-link::after { content: ")"; } .monaco-editor-hover .hover-contents a.code-link { color: inherit; } .monaco-editor-hover .hover-contents a.code-link > span { border-bottom: 1p= x solid transparent; } .monaco-editor-hover .hover-contents a.code-link > span, .monaco-editor .de= tected-link, .monaco-editor .detected-link-active { text-decoration: underl= ine; text-underline-position: under; } .monaco-editor .detected-link-active { cursor: pointer; } .monaco-editor .monaco-editor-overlaymessage { padding-bottom: 8px; } @keyframes fadeIn {=20 0% { opacity: 0; } 100% { opacity: 1; } } .monaco-editor .monaco-editor-overlaymessage.fadeIn { animation: 0.15s ease= -out 0s 1 normal none running fadeIn; } @keyframes fadeOut {=20 0% { opacity: 1; } 100% { opacity: 0; } } .monaco-editor .monaco-editor-overlaymessage.fadeOut { animation: 0.1s ease= -out 0s 1 normal none running fadeOut; } .monaco-editor .monaco-editor-overlaymessage .message { padding: 1px 4px; } .monaco-editor .monaco-editor-overlaymessage .anchor { border: 8px solid tr= ansparent; z-index: 1000; position: absolute; width: 0px !important; height= : 0px !important; } .monaco-editor .parameter-hints-widget { z-index: 10; display: flex; flex-d= irection: column; line-height: 1.5em; } .monaco-editor .parameter-hints-widget > .wrapper { max-width: 440px; displ= ay: flex; flex-direction: row; } .monaco-editor .parameter-hints-widget.multiple { min-height: 3.3em; paddin= g: 0px; } .monaco-editor .parameter-hints-widget.visible { transition: left 0.05s eas= e-in-out 0s; } .monaco-editor .parameter-hints-widget p, .monaco-editor .parameter-hints-w= idget ul { margin: 8px 0px; } .monaco-editor .parameter-hints-widget .body, .monaco-editor .parameter-hin= ts-widget .monaco-scrollable-element { display: flex; flex-direction: colum= n; min-height: 100%; } .monaco-editor .parameter-hints-widget .signature { padding: 4px 5px; } .monaco-editor .parameter-hints-widget .docs { padding: 0px 10px 0px 5px; w= hite-space: pre-wrap; } .monaco-editor .parameter-hints-widget .docs.empty { display: none; } .monaco-editor .parameter-hints-widget .docs .markdown-docs { white-space: = normal; } .monaco-editor .parameter-hints-widget .docs .markdown-docs code { font-fam= ily: var(--monaco-monospace-font); } .monaco-editor .parameter-hints-widget .docs .code { white-space: pre-wrap;= } .monaco-editor .parameter-hints-widget .docs code { border-radius: 3px; pad= ding: 0px 0.4em; } .monaco-editor .parameter-hints-widget .controls { display: none; flex-dire= ction: column; align-items: center; min-width: 22px; justify-content: flex-= end; } .monaco-editor .parameter-hints-widget.multiple .controls { display: flex; = padding: 0px 2px; } .monaco-editor .parameter-hints-widget.multiple .button { width: 16px; heig= ht: 16px; background-repeat: no-repeat; cursor: pointer; } .monaco-editor .parameter-hints-widget .button.previous { bottom: 24px; } .monaco-editor .parameter-hints-widget .overloads { text-align: center; hei= ght: 12px; line-height: 12px; opacity: 0.5; font-family: var(--monaco-monos= pace-font); } .monaco-editor .parameter-hints-widget .signature .parameter.active { font-= weight: 700; text-decoration: underline; } .monaco-editor .parameter-hints-widget .documentation-parameter > .paramete= r { font-weight: 700; margin-right: 0.5em; } .monaco-editor .peekview-widget .head { box-sizing: border-box; display: fl= ex; } .monaco-editor .peekview-widget .head .peekview-title { display: flex; alig= n-items: center; font-size: 13px; margin-left: 20px; cursor: pointer; } .monaco-editor .peekview-widget .head .peekview-title .dirname:not(:empty) = { font-size: 0.9em; margin-left: 0.5em; } .monaco-editor .peekview-widget .head .peekview-title .meta { white-space: = nowrap; } .monaco-editor .peekview-widget .head .peekview-title .meta:not(:empty)::be= fore { content: "-"; padding: 0px 0.3em; } .monaco-editor .peekview-widget .head .peekview-actions { flex: 1 1 0%; tex= t-align: right; padding-right: 2px; } .monaco-editor .peekview-widget .head .peekview-actions > .monaco-action-ba= r { display: inline-block; } .monaco-editor .peekview-widget .head .peekview-actions > .monaco-action-ba= r, .monaco-editor .peekview-widget .head .peekview-actions > .monaco-action= -bar > .actions-container { height: 100%; } .monaco-editor .peekview-widget .head .peekview-actions > .monaco-action-ba= r .action-item { margin-left: 4px; } .monaco-editor .peekview-widget .head .peekview-actions > .monaco-action-ba= r .action-label { width: 16px; height: 100%; margin: 0px; line-height: inhe= rit; background-repeat: no-repeat; background-position: 50% center; } .monaco-editor .peekview-widget .head .peekview-actions > .monaco-action-ba= r .action-label.codicon { margin: 0px; } .monaco-editor .peekview-widget > .body { border-top: 1px solid; position: = relative; } .monaco-editor .peekview-widget .head .peekview-title .codicon { margin-rig= ht: 4px; } .monaco-editor .rename-box { z-index: 100; color: inherit; } .monaco-editor .rename-box.preview { padding: 3px 3px 0px; } .monaco-editor .rename-box .rename-input { padding: 3px; width: calc(100% -= 6px); } .monaco-editor .rename-box .rename-label { display: none; opacity: 0.8; } .monaco-editor .rename-box.preview .rename-label { display: inherit; } .monaco-editor .snippet-placeholder { min-width: 2px; } .monaco-editor .finish-snippet-placeholder, .monaco-editor .snippet-placeho= lder { outline-style: solid; outline-width: 1px; } .monaco-editor .suggest-widget { z-index: 40; width: 430px; } .monaco-editor .suggest-widget > .details, .monaco-editor .suggest-widget >= .message, .monaco-editor .suggest-widget > .tree { width: 100%; border-sty= le: solid; border-width: 1px; box-sizing: border-box; } .monaco-editor.hc-black .suggest-widget > .details, .monaco-editor.hc-black= .suggest-widget > .message, .monaco-editor.hc-black .suggest-widget > .tre= e { border-width: 2px; } .monaco-editor .suggest-widget.docs-side { width: 660px; } .monaco-editor .suggest-widget.docs-side > .details, .monaco-editor .sugges= t-widget.docs-side > .tree { width: 50%; float: left; } .monaco-editor .suggest-widget.docs-side.list-right > .details, .monaco-edi= tor .suggest-widget.docs-side.list-right > .tree { float: right; } .monaco-editor .suggest-widget > .details ol, .monaco-editor .suggest-widge= t > .details ul { padding-left: 20px; } .monaco-editor .suggest-widget > .details p code { font-family: var(--monac= o-monospace-font); } .monaco-editor .suggest-widget > .message { padding-left: 22px; } .monaco-editor .suggest-widget > .tree { height: 100%; } .monaco-editor .suggest-widget .monaco-list { user-select: none; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row { display: fle= x; box-sizing: border-box; padding-right: 10px; background-repeat: no-repea= t; background-position: 2px 2px; white-space: nowrap; cursor: pointer; touc= h-action: none; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row > .contents { = flex: 1 1 0%; height: 100%; overflow: hidden; padding-left: 2px; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row > .contents > = .main { display: flex; overflow: hidden; text-overflow: ellipsis; white-spa= ce: pre; justify-content: space-between; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row > .contents > = .main > .left, .monaco-editor .suggest-widget .monaco-list .monaco-list-row= > .contents > .main > .right { display: flex; } .monaco-editor .suggest-widget:not(.frozen) .monaco-highlighted-label .high= light { font-weight: 700; } .monaco-editor .suggest-widget > .suggest-status-bar { visibility: hidden; = position: absolute; left: 0px; box-sizing: border-box; display: flex; flex-= flow: row nowrap; justify-content: space-between; width: 100%; font-size: 8= 0%; border-left-width: 1px; border-left-style: solid; border-right-width: 1= px; border-right-style: solid; border-bottom-width: 1px; border-bottom-styl= e: solid; padding: 1px 8px 1px 4px; box-shadow: rgb(221, 221, 221) 0px -0.5= px 3px; } .monaco-editor .suggest-widget > .suggest-status-bar span { opacity: 0.7; } .monaco-editor .suggest-widget.list-right.docs-side > .suggest-status-bar {= left: auto; right: 0px; } .monaco-editor .suggest-widget.docs-side > .suggest-status-bar { width: 50%= ; } .monaco-editor .suggest-widget .details > .monaco-scrollable-element > .bod= y > .header > .codicon-close, .monaco-editor .suggest-widget .monaco-list .= monaco-list-row > .contents > .main > .right > .readMore::before { color: i= nherit; opacity: 1; font-size: 14px; cursor: pointer; } .monaco-editor .suggest-widget .details > .monaco-scrollable-element > .bod= y > .header > .codicon-close { position: absolute; top: 2px; right: 2px; } .monaco-editor .suggest-widget .details > .monaco-scrollable-element > .bod= y > .header > .codicon-close:hover, .monaco-editor .suggest-widget .monaco-= list .monaco-list-row > .contents > .main > .right > .readMore:hover { opac= ity: 1; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row > .contents > = .main > .left > .qualifier-label, .monaco-editor .suggest-widget .monaco-li= st .monaco-list-row > .contents > .main > .left > .signature-label, .monaco= -editor .suggest-widget .monaco-list .monaco-list-row > .contents > .main >= .right > .details-label { opacity: 0.7; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row > .contents > = .main > .left > .qualifier-label { margin-left: 4px; opacity: 0.4; font-siz= e: 90%; text-overflow: ellipsis; overflow: hidden; line-height: 17px; align= -self: center; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row > .contents > = .main > .right > .details-label { margin-left: 0.8em; overflow: hidden; tex= t-overflow: ellipsis; white-space: nowrap; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row > .contents > = .main > .right > .details-label > .monaco-tokenized-source { display: inlin= e; } .monaco-editor .suggest-widget.docs-side .monaco-list .monaco-list-row.focu= sed > .contents > .main > .right > .details-label, .monaco-editor .suggest-= widget .monaco-list .monaco-list-row > .contents > .main > .right > .detail= s-label { display: none; } .monaco-editor .suggest-widget.docs-side .monaco-list .monaco-list-row.focu= sed > .contents > .main > .right.always-show-details > .details-label, .mon= aco-editor .suggest-widget .monaco-list .monaco-list-row.focused > .content= s > .main > .right > .details-label, .monaco-editor .suggest-widget .monaco= -list .monaco-list-row > .contents > .main > .right.always-show-details > .= details-label { display: inline; } .monaco-editor .suggest-widget:not(.docs-side) .monaco-list .monaco-list-ro= w:hover > .contents > .main > .right.can-expand-details > .details-label { = width: calc(100% - 26px); } .monaco-editor .suggest-widget .monaco-list .monaco-list-row > .contents > = .main > .left { flex-shrink: 1; overflow: hidden; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row > .contents > = .main > .left > .monaco-icon-label { flex-shrink: 1; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row > .contents > = .main > .right { overflow: hidden; flex-shrink: 0; max-width: 45%; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row > .contents > = .main > .right > .readMore { display: inline-block; position: absolute; rig= ht: 10px; width: 18px; height: 18px; visibility: hidden; } .monaco-editor .suggest-widget.docs-below .monaco-list .monaco-list-row > .= contents > .main > .right > .readMore, .monaco-editor .suggest-widget.docs-= side .monaco-list .monaco-list-row > .contents > .main > .right > .readMore= { display: none !important; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row > .contents > = .main > .right:not(.always-show-details) > .readMore { display: none; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row.focused > .con= tents > .main > .right:not(.always-show-details) > .readMore { display: inl= ine-block; } .monaco-editor .suggest-widget.docs-below .monaco-list .monaco-list-row > .= contents > .main > .right > .readMore, .monaco-editor .suggest-widget.docs-= side .monaco-list .monaco-list-row > .contents > .main > .right > .readMore= { display: none; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row:hover > .conte= nts > .main > .right > .readMore { visibility: visible; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row .monaco-icon-l= abel.deprecated { opacity: 0.66; text-decoration: unset; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row .monaco-icon-l= abel.deprecated > .monaco-icon-label-container > .monaco-icon-name-containe= r { text-decoration: line-through; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row .monaco-icon-l= abel::before { height: 100%; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row .icon { displa= y: block; height: 16px; width: 16px; margin-left: 2px; background-repeat: n= o-repeat; background-size: 80%; background-position: 50% center; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row .icon.hide { d= isplay: none; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row .suggest-icon = { display: flex; align-items: center; margin-right: 4px; } .monaco-editor .suggest-widget.no-icons .monaco-list .monaco-list-row .icon= , .monaco-editor .suggest-widget.no-icons .monaco-list .monaco-list-row .su= ggest-icon::before { display: none; } .monaco-editor .suggest-widget .monaco-list .monaco-list-row .icon.customco= lor .colorspan { margin: 0px 0px 0px 0.3em; border: 0.1em solid rgb(0, 0, 0= ); width: 0.7em; height: 0.7em; display: inline-block; } .monaco-editor .suggest-widget .details { display: flex; flex-direction: co= lumn; cursor: default; } .monaco-editor .suggest-widget .details.no-docs { display: none; } .monaco-editor .suggest-widget.docs-below .details { border-top-width: 0px;= } .monaco-editor .suggest-widget .details > .monaco-scrollable-element { flex= : 1 1 0%; } .monaco-editor .suggest-widget .details > .monaco-scrollable-element > .bod= y { position: absolute; box-sizing: border-box; height: 100%; width: 100%; = } .monaco-editor .suggest-widget .details > .monaco-scrollable-element > .bod= y > .header > .type { flex: 2 1 0%; overflow: hidden; text-overflow: ellips= is; opacity: 0.7; word-break: break-all; margin: 0px 24px 0px 0px; padding:= 4px 0px 12px 5px; } .monaco-editor .suggest-widget .details > .monaco-scrollable-element > .bod= y > .docs { margin: 0px; padding: 4px 5px; white-space: pre-wrap; } .monaco-editor .suggest-widget .details > .monaco-scrollable-element > .bod= y > .docs.markdown-docs { padding: 0px; white-space: normal; min-height: ca= lc(1rem + 8px); } .monaco-editor .suggest-widget .details > .monaco-scrollable-element > .bod= y > .docs.markdown-docs > div, .monaco-editor .suggest-widget .details > .m= onaco-scrollable-element > .body > .docs.markdown-docs > span:not(:empty) {= padding: 4px 5px; } .monaco-editor .suggest-widget .details > .monaco-scrollable-element > .bod= y > .docs.markdown-docs > div > p:first-child { margin-top: 0px; } .monaco-editor .suggest-widget .details > .monaco-scrollable-element > .bod= y > .docs.markdown-docs > div > p:last-child { margin-bottom: 0px; } .monaco-editor .suggest-widget .details > .monaco-scrollable-element > .bod= y > .docs .code { white-space: pre-wrap; overflow-wrap: break-word; } .monaco-editor .suggest-widget .details > .monaco-scrollable-element > .bod= y > p:empty { display: none; } .monaco-editor .suggest-widget .details code { border-radius: 3px; padding:= 0px 0.4em; } .monaco-editor .suggest-insert-unexpected { font-style: italic; } .monaco-editor .suggest-widget.with-status-bar .suggest-status-bar { visibi= lity: visible; } .monaco-editor .suggest-widget.with-status-bar > .tree { margin-bottom: 18p= x; } .monaco-editor .suggest-widget.with-status-bar .suggest-status-bar span { m= in-height: 18px; } .monaco-editor .suggest-widget.with-status-bar .monaco-list .monaco-list-ro= w.focused > .contents > .main > .right:not(.always-show-details) > .readMor= e, .monaco-editor .suggest-widget.with-status-bar .monaco-list .monaco-list= -row > .contents > .main > .right > .readMore { display: none; } .monaco-editor .suggest-widget.with-status-bar:not(.docs-side) .monaco-list= .monaco-list-row:hover > .contents > .main > .right.can-expand-details > .= details-label { width: 100%; } .monaco-editor .zone-widget { position: absolute; z-index: 10; } .monaco-editor .zone-widget .zone-widget-container { border-top-style: soli= d; border-bottom-style: solid; border-top-width: 0px; border-bottom-width: = 0px; position: relative; } .monaco-editor .accessibilityHelpWidget { padding: 10px; vertical-align: mi= ddle; overflow: scroll; } .monaco-editor .iPadShowKeyboard { width: 58px; min-width: 0px; height: 36p= x; min-height: 0px; margin: 0px; padding: 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font-weight: 400; = font-size: 60%; float: right; } .monaco-editor .tokens-inspect-widget .tm-metadata-table { width: 100%; } .monaco-editor .tokens-inspect-widget .tm-metadata-value { font-family: mon= ospace; text-align: right; } .monaco-editor .tokens-inspect-widget .tm-token-type { font-family: monospa= ce; } .monaco-quick-open-widget .monaco-list .monaco-list-row .monaco-highlighted= -label .highlight, .monaco-quick-open-widget .monaco-tree .monaco-tree-row = .monaco-highlighted-label .highlight { color: rgb(0, 102, 191); } .vs-dark .monaco-quick-open-widget .monaco-list .monaco-list-row .monaco-hi= ghlighted-label .highlight, .vs-dark .monaco-quick-open-widget .monaco-tree= .monaco-tree-row .monaco-highlighted-label .highlight { color: rgb(0, 151,= 251); } .hc-black .monaco-quick-open-widget .monaco-list .monaco-list-row .monaco-h= ighlighted-label .highlight, .hc-black .monaco-quick-open-widget .monaco-tr= ee .monaco-tree-row .monaco-highlighted-label .highlight { color: rgb(243, = 133, 24); } .monaco-quick-open-widget { font-size: 13px; } .monaco-editor { font-family: -apple-system, BlinkMacSystemFont, "Segoe WPC= ", "Segoe UI", HelveticaNeue-Light, Ubuntu, "Droid Sans", sans-serif; } .monaco-editor.hc-black .monaco-menu .monaco-action-bar.vertical .action-me= nu-item:focus .action-label, .monaco-editor.vs-dark .monaco-menu .monaco-ac= tion-bar.vertical .action-menu-item:focus .action-label, .monaco-menu .mona= co-action-bar.vertical .action-item .action-menu-item:focus .action-label {= stroke-width: 1.2px; } .monaco-editor-hover p { margin: 0px; } .monaco-editor.hc-black { forced-color-adjust: none; } @media screen and (-ms-high-contrast: active) { .monaco-editor.vs-dark .view-overlays .current-line, .monaco-editor.vs .v= iew-overlays .current-line { border-left-width: 0px; border-left-style: ini= tial; border-right-width: 0px; border-right-style: initial; border-color: w= indowtext !important; } .monaco-editor.vs-dark .cursor, .monaco-editor.vs 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.selectionHighlight, .monaco-editor.vs .wordHighlight, .monaco-ed= itor.vs .wordHighlightStrong { box-sizing: border-box; border: 2px dotted h= ighlight !important; background: transparent !important; } .monaco-editor.vs-dark .rangeHighlight, .monaco-editor.vs .rangeHighlight= { box-sizing: border-box; background: transparent !important; border: 1px = dotted activeborder !important; } .monaco-editor.vs-dark .bracket-match, .monaco-editor.vs .bracket-match {= border-color: windowtext !important; background: transparent !important; } .monaco-editor.vs-dark .currentFindMatch, .monaco-editor.vs-dark .findMat= ch, .monaco-editor.vs .currentFindMatch, .monaco-editor.vs .findMatch { box= -sizing: border-box; border: 2px dotted activeborder !important; background= : transparent !important; } .monaco-editor.vs-dark .find-widget, .monaco-editor.vs .find-widget { bor= der: 1px solid windowtext; } .monaco-editor.vs-dark .monaco-list .monaco-list-row, .monaco-editor.vs .= monaco-list .monaco-list-row { forced-color-adjust: none; color: windowtext= !important; } .monaco-editor.vs-dark .monaco-list .monaco-list-row.focused, .monaco-edi= tor.vs .monaco-list .monaco-list-row.focused { color: highlighttext !import= ant; background-color: highlight !important; } .monaco-editor.vs-dark .monaco-list .monaco-list-row:hover, .monaco-edito= r.vs .monaco-list .monaco-list-row:hover { border: 1px solid highlight; box= -sizing: border-box; background: transparent !important; } .monaco-editor.vs-dark .monaco-tree .monaco-tree-row, .monaco-editor.vs .= monaco-tree .monaco-tree-row { forced-color-adjust: none; color: windowtext= !important; } .monaco-editor.vs-dark .monaco-tree .monaco-tree-row.focused, .monaco-edi= tor.vs-dark .monaco-tree .monaco-tree-row.selected, .monaco-editor.vs .mona= co-tree .monaco-tree-row.focused, .monaco-editor.vs .monaco-tree .monaco-tr= ee-row.selected { color: highlighttext !important; background-color: highli= ght !important; } .monaco-editor.vs-dark .monaco-tree .monaco-tree-row:hover, .monaco-edito= r.vs .monaco-tree .monaco-tree-row:hover { border: 1px solid highlight; box= -sizing: border-box; background: transparent !important; } .monaco-editor.vs-dark .monaco-scrollable-element > .scrollbar, .monaco-e= ditor.vs .monaco-scrollable-element > .scrollbar { forced-color-adjust: non= e; border: 1px solid windowtext; box-sizing: border-box; background: backgr= ound !important; } .monaco-editor.vs-dark .monaco-scrollable-element > .scrollbar > .slider,= .monaco-editor.vs .monaco-scrollable-element > .scrollbar > .slider { back= ground: windowtext !important; } .monaco-editor.vs-dark .monaco-scrollable-element > .scrollbar > .slider.= active, .monaco-editor.vs-dark .monaco-scrollable-element > .scrollbar > .s= lider:hover, .monaco-editor.vs .monaco-scrollable-element > .scrollbar > .s= lider.active, .monaco-editor.vs .monaco-scrollable-element > .scrollbar > .= slider:hover { background: highlight !important; } .monaco-editor.vs-dark .decorationsOverviewRuler, .monaco-editor.vs .deco= rationsOverviewRuler { opacity: 0; } .monaco-editor.vs-dark .minimap, .monaco-editor.vs .minimap { display: no= ne; } .monaco-editor.vs-dark .squiggly-d-error, .monaco-editor.vs .squiggly-d-e= rror { border-bottom: 4px double rgb(228, 119, 119); background: transparen= t !important; } .monaco-editor.vs-dark .squiggly-b-info, .monaco-editor.vs-dark .squiggly= -c-warning, .monaco-editor.vs .squiggly-b-info, .monaco-editor.vs .squiggly= -c-warning { border-bottom: 4px double rgb(113, 183, 113); } .monaco-editor.vs-dark .squiggly-a-hint, .monaco-editor.vs .squiggly-a-hi= nt { border-bottom: 4px double rgb(108, 108, 108); } .monaco-editor.vs-dark .monaco-menu .monaco-action-bar.vertical .action-m= enu-item:focus .action-label, .monaco-editor.vs .monaco-menu .monaco-action= -bar.vertical .action-menu-item:focus .action-label { forced-color-adjust: = none; color: highlighttext !important; background-color: highlight !importa= nt; } .monaco-editor.vs-dark .monaco-menu .monaco-action-bar.vertical .action-m= enu-item:hover .action-label, .monaco-editor.vs .monaco-menu .monaco-action= -bar.vertical .action-menu-item:hover .action-label { forced-color-adjust: = none; border: 1px solid highlight; box-sizing: border-box; background: tran= sparent !important; } .monaco-diff-editor.vs-dark .diffOverviewRuler, .monaco-diff-editor.vs .d= iffOverviewRuler { display: none; } .monaco-editor.vs-dark .line-delete, .monaco-editor.vs-dark .line-insert,= .monaco-editor.vs .line-delete, .monaco-editor.vs .line-insert { box-sizin= g: border-box; background: transparent !important; border: 1px solid highli= ght !important; } .monaco-editor.vs-dark .char-delete, .monaco-editor.vs-dark .char-insert,= .monaco-editor.vs .char-delete, .monaco-editor.vs .char-insert { backgroun= d: transparent !important; } } .context-view .monaco-menu { min-width: 130px; } .context-view-block { position: fixed; left: 0px; top: 0px; z-index: -1; wi= dth: 100%; height: 100%; } ------MultipartBoundary--VnmxKC5aBZ8rfWq9DfowEo2UCPRtGHCKH3DiKJcLwy---- Content-Type: text/css Content-Transfer-Encoding: quoted-printable Content-Location: https://www.gstatic.com/og/_/ss/k=og.qtm.bRS0UajBGvM.L.W.O/m=qdid,qcwid/excm=qaaw,qadd,qaid,qein,qhaw,qhbr,qhch,qhga,qhid,qhin,qhpr/d=1/ed=1/ct=zgms/rs=AA2YrTtTEo69N9Re0LKoEJSuScGU0634HA @charset "utf-8"; .gb_Re { background: rgba(60, 64, 67, 0.9); border-radius: 4px; color: rgb(= 255, 255, 255); font: 500 12px / 16px Roboto, arial, sans-serif; letter-spa= cing: 0.8px; margin-top: 4px; min-height: 14px; padding: 4px 8px; position:= absolute; z-index: 1000; -webkit-font-smoothing: antialiased; } .gb_a-a { width: 100%; height: 100%; border: 0px; overflow: hidden; } .gb_a.gb_b-b-c { position: absolute; top: 0px; left: 0px; background-color:= rgb(255, 255, 255); } .gb_a.gb_b-b { position: absolute; top: 0px; left: 0px; background-color: r= gb(255, 255, 255); border: 1px solid rgb(172, 172, 172); width: auto; paddi= ng: 0px; z-index: 1001; overflow: auto; box-shadow: rgba(0, 0, 0, 0.2) 0px = 4px 16px; transition: top 0.5s ease-in-out 0s; } .gb_a-d { position: absolute; z-index: 1002; } .gb_a.gb_b-b-e { font-size: 0px; padding: 0px; } .gb_a.gb_b-b-f { height: 0px; margin: 0px; } .gb_a.gb_b-b-f-g, .gb_a.gb_b-b-h { display: none; } .gb_Ja ~ .gb_Za, .gb_Ja ~ .gb_0a { left: auto; right: 11.5px; } .gb_1a { outline: none; transform: translateZ(0px); } .gb_l.gb_1a { border-radius: 8px; margin-left: 12px; } @media screen and (min-width: 361px) { .gb_l.gb_1a { width: 354px; } } @media screen and (max-width: 361px) { .gb_l.gb_1a { width: calc(100vw - 24px); } } .gb_l.gb_1a.gb_2a { max-height: calc((100vh - 62px) - 100px); } .gb_l.gb_1a.gb_3a { max-height: calc(((100vh - 62px) - 15px) - 100px); } .gb_l.gb_1a.gb_4a { background-color: rgb(45, 46, 48); } .gb_5a.gb_6a { color: rgb(95, 99, 104); font: 400 12px / 16px Roboto, Robot= oDraft, Helvetica, Arial, sans-serif; } .gb_7a.gb_5a.gb_6a { background-color: rgba(138, 180, 248, 0.24); color: rg= b(232, 234, 237); } .gb_8a, #gb a.gb_8a.gb_8a, .gb_9a a, #gb .gb_9a.gb_9a a { color: rgb(51, 10= 2, 204); text-decoration: none; } .gb_5a > .gb_8a, #gb .gb_5a > a.gb_8a.gb_8a { color: rgb(0, 112, 255); font= -style: inherit; font-variant: inherit; font-stretch: inherit; font-size: i= nherit; line-height: inherit; font-family: inherit; font-weight: 500; outli= ne: 0px; } .gb_7a.gb_5a > .gb_8a, #gb .gb_7a.gb_5a > a.gb_8a.gb_8a { color: rgb(138, 1= 80, 248); } .gb_8a:active, #gb a.gb_8a.gb_8a:active, .gb_8a:hover, #gb a.gb_8a.gb_8a:ho= ver, .gb_9a a:active, #gb .gb_9a a:active, .gb_9a a:hover, #gb .gb_9a a:hov= er, #gb .gb_5a > a.gb_8a.gb_8a:focus { text-decoration: underline; } .gb_ab { margin: 20px; white-space: nowrap; } .gb_l > .gb_ab { margin: 20px 33px; } .gb_bb, .gb_cb { display: inline-block; vertical-align: top; } .gb_bb.gb_db, .gb_cb.gb_eb { vertical-align: middle; } .gb_l .gb_bb, .gb_l .gb_cb { display: block; vertical-align: top; text-alig= n: center; } .gb_db { cursor: default; } .gb_l .gb_bb { margin-bottom: 10px; position: relative; height: 86px; width= : 86px; } .gb_fb { border-radius: 50%; overflow: hidden; transform: translateZ(0px); = } .gb_Ia { border: none; margin-right: 6px; vertical-align: top; height: 80px= ; width: 80px; } .gb_gb { margin-bottom: 11px; margin-top: 4px; } @media screen and (min-width: 361px) { .gb_l .gb_bb, .gb_gb { margin-left: 101px; } } @media screen and (max-width: 361px) { .gb_l .gb_bb, .gb_gb { margin-left: calc((((100vw - 24px) - 66px) - 86px)= / 2); } } .gb_hb.gb_hb { fill: rgb(26, 115, 232); } .gb_4a .gb_hb { fill: rgb(138, 180, 248); } .gb_l .gb_ib.gb_Ia { position: relative; left: 2px; margin-right: 10px; top= : 2px; height: 76px; width: 76px; } .gb_l .gb_jb { background: rgb(255, 255, 255); bottom: 0px; position: absol= ute; right: 0px; overflow: visible; height: 32px; width: 32px; } .gb_l.gb_4a .gb_jb { background: rgb(45, 46, 48); } .gb_kb { bottom: 0px; box-shadow: rgba(65, 69, 73, 0.3) 0px 1px 1px 0px, rg= ba(65, 69, 73, 0.15) 0px 1px 3px 1px; margin: 0px 2.5px 3px; outline: 0px; = position: absolute; right: 0px; height: 26px; width: 26px; } .gb_kb:hover { background-color: rgb(248, 250, 255); } .gb_kb:focus, .gb_kb:hover:focus { background-color: rgb(244, 248, 255); } .gb_kb:active, .gb_kb:focus:active { background-color: rgb(244, 248, 255); = box-shadow: rgba(60, 64, 67, 0.3) 0px 1px 3px 0px, rgba(60, 64, 67, 0.15) 0= px 4px 8px 3px; } .gb_kb:hover > svg.gb_lb, .gb_kb:focus > svg.gb_lb, .gb_kb:active > svg.gb_= lb { fill: rgb(26, 115, 232); } .gb_mb { font-weight: bold; margin: -4px 0px 1px; text-overflow: ellipsis; = overflow: hidden; } .gb_l .gb_mb { color: rgb(32, 33, 36); font: 500 16px / 22px "Google Sans",= Roboto, RobotoDraft, Helvetica, Arial, sans-serif; letter-spacing: 0.29px;= margin: 0px; text-align: center; text-overflow: ellipsis; overflow: hidden= ; } .gb_l.gb_4a .gb_mb { color: rgb(232, 234, 237); } .gb_ob { color: rgb(102, 102, 102); text-overflow: ellipsis; overflow: hidd= en; } .gb_l .gb_ob { color: rgb(95, 99, 104); font: 400 14px / 19px Roboto, Robot= oDraft, Helvetica, Arial, sans-serif; letter-spacing: normal; text-align: c= enter; text-overflow: ellipsis; overflow: hidden; } .gb_l.gb_4a .gb_ob { color: rgb(232, 234, 237); } .gb_eb > .gb_ob { color: rgb(0, 0, 0); font-weight: bold; margin: -4px 0px = 1px; text-overflow: ellipsis; overflow: hidden; } .gb_pb { color: rgb(102, 102, 102); font-style: italic; font-weight: 500; m= argin: 4px 0px; overflow: hidden; } .gb_qb { color: rgb(95, 99, 104); font-family: Roboto, RobotoDraft, Helveti= ca, Arial, sans-serif; font-size: 14px; line-height: 19px; margin-top: 4px;= text-align: center; } .gb_4a .gb_qb { color: rgb(154, 160, 166); } .gb_rb { font-weight: 500; } .gb_sb.gb_sb { background-color: rgb(255, 255, 255); border: 1px solid rgb(= 218, 220, 224); border-radius: 100px; color: rgb(60, 64, 67); display: inli= ne-block; font: 500 14px / 16px "Google Sans", Roboto, RobotoDraft, Helveti= ca, Arial, sans-serif; letter-spacing: 0.25px; margin: 16px 0px 0px; max-wi= dth: 254px; outline: 0px; padding: 8px 16px; text-align: center; text-decor= ation: none; text-overflow: ellipsis; overflow: hidden; } .gb_4a .gb_sb.gb_sb { background-color: rgb(45, 46, 48); border: 1px solid = rgb(95, 99, 104); color: rgb(232, 234, 237); } .gb_sb:hover { background-color: rgb(247, 248, 248); } .gb_sb:focus, .gb_sb:hover:focus { background-color: rgb(244, 244, 244); } .gb_sb:active, .gb_sb:focus:active { background-color: rgb(232, 232, 233); = border-color: transparent; box-shadow: rgba(60, 64, 67, 0.3) 0px 1px 2px 0p= x, rgba(60, 64, 67, 0.15) 0px 2px 6px 2px; } .gb_tb { color: rgb(95, 99, 104); margin: 14px 33px; text-align: center; wh= ite-space: normal; } .gb_4a .gb_tb { color: rgb(232, 234, 237); } .gb_ub.gb_ub { border-radius: 4px; color: rgb(95, 99, 104); display: inline= -block; font: 400 12px / 16px Roboto, RobotoDraft, Helvetica, Arial, sans-s= erif; outline: 0px; padding: 4px 8px; text-decoration: none; text-align: ce= nter; white-space: normal; } .gb_4a .gb_ub.gb_ub { border: 1px solid transparent; color: rgb(232, 234, 2= 37); } .gb_ub:hover { background-color: rgb(247, 248, 248); } .gb_ub:focus, .gb_ub:hover:focus { background-color: rgb(244, 244, 244); } .gb_ub:active, .gb_ub:active:focus { background-color: rgb(232, 232, 233); = } .gb_cb .gb_3 { background: rgb(77, 144, 254); border-color: rgb(48, 121, 23= 7); font-weight: bold; margin: 10px 0px 0px; color: rgb(255, 255, 255); } #gb .gb_cb a.gb_3.gb_3 { color: rgb(255, 255, 255); } .gb_cb .gb_3:hover { background: rgb(53, 122, 232); border-color: rgb(47, 9= 1, 183); } .gb_vb .gb_Za { border-bottom-color: rgb(254, 249, 219); } .gb_6a { background: rgb(254, 249, 219); font-size: 11px; padding: 10px 20p= x; white-space: normal; } .gb_5a.gb_6a { background: rgb(232, 240, 254); border-radius: 4px; margin: = 4px; padding: 4px 8px; text-align: center; } .gb_5a.gb_6a > #gbpbt > span { white-space: nowrap; font-weight: 500; } .gb_6a b, .gb_8a { white-space: nowrap; } .gb_wb.gb_wb { background-color: rgb(255, 255, 255); color: rgb(60, 64, 67)= ; display: table; font: 500 14px / 16px "Google Sans", Roboto, RobotoDraft,= Helvetica, Arial, sans-serif; letter-spacing: 0.25px; outline: 0px; paddin= g: 14px 41px; text-align: center; text-decoration: none; width: 100%; } .gb_4a .gb_wb.gb_wb { background-color: rgb(45, 46, 48); border: 1px solid = transparent; color: rgb(232, 234, 237); width: 270px; } .gb_wb:hover { background-color: rgb(247, 248, 248); } .gb_wb:focus, .gb_wb:hover:focus { background-color: rgb(244, 244, 244); } .gb_wb:active, .gb_wb:focus:active { background-color: rgb(232, 232, 233); = } .gb_xb { border: none; display: table-cell; vertical-align: middle; height:= 20px; width: 20px; } .gb_kb > svg.gb_lb, .gb_xb > svg.gb_yb, .gb_zb > svg.gb_Ab { color: rgb(95,= 99, 104); fill: currentcolor; } .gb_4a .gb_zb > svg.gb_Ab { fill: rgb(154, 160, 166); } .gb_4a .gb_kb { border: 1px solid transparent; box-shadow: rgba(0, 0, 0, 0.= 3) 0px 1px 3px 0px, rgba(0, 0, 0, 0.15) 0px 4px 8px 3px; } .gb_4a .gb_kb > svg.gb_lb, .gb_4a .gb_xb > svg.gb_yb { color: rgb(232, 234,= 237); fill: currentcolor; } .gb_4a .gb_kb:hover > svg.gb_lb, .gb_4a .gb_kb:focus > svg.gb_lb, .gb_4a .g= b_kb:focus:hover > svg.gb_lb, .gb_4a .gb_kb:active > svg.gb_lb { fill: rgb(= 138, 180, 248); } .gb_4a .gb_kb:hover { background-color: rgb(53, 54, 57); box-shadow: rgba(0= , 0, 0, 0.3) 0px 2px 3px 0px, rgba(0, 0, 0, 0.15) 0px 6px 10px 4px; } .gb_4a .gb_kb:focus, .gb_4a .gb_kb:focus:hover { background-color: rgb(53, = 54, 57); border: 1px solid rgb(95, 99, 104); box-shadow: rgba(0, 0, 0, 0.3)= 0px 2px 3px 0px, rgba(0, 0, 0, 0.15) 0px 6px 10px 4px; } .gb_4a .gb_kb:active { background-color: rgba(255, 255, 255, 0.12); box-sha= dow: rgba(0, 0, 0, 0.3) 0px 4px 4px 0px, rgba(0, 0, 0, 0.15) 0px 8px 12px 6= px; } .gb_Bb { display: table-cell; padding: 0px 74px 0px 16px; text-align: left;= vertical-align: middle; white-space: normal; } .gb_Cb { border-bottom: 1px solid rgb(232, 234, 237); border-top: 1px solid= rgb(232, 234, 237); padding: 0px 17px; text-align: center; } .gb_4a .gb_Cb { border-bottom: 1px solid rgb(95, 99, 104); border-top: 1px = solid rgb(95, 99, 104); } .gb_Db.gb_Db, .gb_Eb.gb_Eb { background-color: rgb(255, 255, 255); border: = 1px solid rgb(218, 220, 224); border-radius: 4px; display: inline-block; fo= nt: 500 14px / 16px "Google Sans", Roboto, RobotoDraft, Helvetica, Arial, s= ans-serif; letter-spacing: 0.15px; margin: 16px; outline: 0px; padding: 10p= x 24px; text-align: center; text-decoration: none; white-space: normal; } .gb_Db.gb_Db { color: rgb(60, 64, 67); } .gb_Eb.gb_Eb { color: rgb(26, 115, 232); } .gb_4a .gb_Eb.gb_Eb, .gb_4a .gb_Db.gb_Db { background-color: rgb(45, 46, 48= ); border: 1px solid rgb(95, 99, 104); color: rgb(232, 234, 237); } .gb_Db:hover { background-color: rgb(247, 248, 248); } .gb_Db:focus, .gb_Db:hover:focus { background-color: rgb(244, 244, 244); } .gb_Db:active, .gb_Db:active:focus { background-color: rgb(232, 232, 233); = border-color: transparent; box-shadow: rgba(60, 64, 67, 0.3) 0px 1px 2px 0p= x, rgba(60, 64, 67, 0.15) 0px 2px 6px 2px; } .gb_Eb:hover { background-color: rgb(248, 251, 255); border-color: rgb(204,= 224, 252); } .gb_Eb:focus, .gb_Eb:hover:focus { background-color: rgb(244, 248, 255); bo= rder-color: rgb(201, 221, 252); } .gb_Eb:active, .gb_Eb:active:focus { background-color: rgb(236, 243, 254); = border-color: transparent; box-shadow: rgba(60, 64, 67, 0.3) 0px 1px 2px 0p= x, rgba(60, 64, 67, 0.15) 0px 2px 6px 2px; } .gb_Jb { border-top: 1px solid rgb(232, 234, 237); } .gb_4a .gb_Jb { border-top: 1px solid rgb(95, 99, 104); } .gb_l.gb_1a { overflow: hidden auto; } .gb_Mb { border-top: 1px solid rgba(0, 0, 0, 0.2); display: block; outline-= offset: -2px; padding: 10px 20px; position: relative; white-space: nowrap; = } .gb_Nb > .gb_Mb { border: none; cursor: pointer; height: 35px; outline: 0px= ; padding: 12px 33px 13px; } .gb_Ob .gb_Mb:focus .gb_Pb { outline: rgb(255, 255, 255) dotted 1px; } .gb_Mb:hover { background: rgb(238, 238, 238); } .gb_Nb > .gb_Mb:hover { background-color: rgb(247, 248, 248); } .gb_Nb > .gb_Mb:focus, .gb_Nb > .gb_Mb:hover:focus { background-color: rgb(= 244, 244, 244); } .gb_Nb > .gb_Mb:active, .gb_Nb > .gb_Mb:focus:active { background-color: rg= b(232, 232, 233); } .gb_4a .gb_Qb:hover, .gb_4a .gb_wb:hover, .gb_4a .gb_ub:hover, .gb_4a .gb_N= b > .gb_Mb:hover { background-color: rgba(255, 255, 255, 0.04); border: 1px= solid transparent; } .gb_4a .gb_Db:hover, .gb_4a .gb_sb:hover { background-color: rgba(232, 234,= 237, 0.04); border: 1px solid rgb(95, 99, 104); } .gb_4a .gb_Qb:focus, .gb_4a .gb_Qb:hover:focus, .gb_4a .gb_sb:focus, .gb_4a= .gb_sb:hover:focus, .gb_4a .gb_wb:focus, .gb_4a .gb_wb:hover:focus, .gb_4a= .gb_Db:focus, .gb_4a .gb_Db:hover:focus, .gb_4a .gb_Nb > .gb_Mb:focus, .gb= _4a .gb_Nb > .gb_Mb:hover:focus { background-color: rgba(232, 234, 237, 0.1= 2); border: 1px solid rgb(232, 234, 237); } .gb_4a .gb_ub:focus, .gb_4a .gb_ub:hover:focus { background-color: rgba(232= , 234, 237, 0.12); } .gb_4a .gb_Qb:active, .gb_4a .gb_Qb:focus:active, .gb_4a .gb_wb:active, .gb= _4a .gb_wb:focus:active, .gb_4a .gb_ub:active, .gb_4a .gb_ub:active:focus, = .gb_4a .gb_Nb > .gb_Mb:active, .gb_4a .gb_Nb > .gb_Mb:focus:active { backgr= ound-color: rgba(232, 234, 237, 0.1); border: 1px solid transparent; } .gb_Rb { overflow-x: hidden; } .gb_4a .gb_Nb > .gb_Mb { border: 1px solid transparent; } .gb_4a .gb_Db:active, .gb_4a .gb_Db:active:focus, .gb_4a .gb_sb:active, .gb= _4a .gb_sb:focus:active { background-color: rgba(232, 234, 237, 0.1); borde= r: 1px solid rgb(95, 99, 104); } .gb_Mb[selected=3D"true"] { overflow: hidden; } .gb_Nb > .gb_Mb[selected=3D"true"] { background-color: rgba(60, 64, 67, 0.1= ); } .gb_4a .gb_Nb > .gb_Mb[selected=3D"true"] { background-color: rgba(255, 255= , 255, 0.12); } .gb_Mb[selected=3D"true"] > .gb_Sb { display: block; position: absolute; z-= index: 2; } .gb_Sb { background-color: transparent; border: none; border-radius: 4px; b= ox-sizing: border-box; color: rgb(255, 255, 255); cursor: pointer; display:= inline-block; font-family: "Google Sans", Roboto, RobotoDraft, Helvetica, = Arial, sans-serif; font-size: 14px; font-weight: 500; letter-spacing: 0.25p= x; line-height: 16px; margin-bottom: 1px; min-height: 36px; min-width: 86px= ; outline: none; padding: 10px 24px; text-align: center; text-decoration: n= one; top: 16px; width: auto; } .gb_Tb.gb_Ub { background-color: rgb(26, 115, 232); color: rgb(255, 255, 25= 5); margin-left: 0px; margin-right: 12px; margin-top: 14px; } .gb_4a .gb_Tb.gb_Ub { background-color: rgb(138, 180, 248); color: rgb(45, = 46, 48); } .gb_Tb.gb_Vb { background-color: rgb(255, 255, 255); border: 1px solid rgb(= 218, 220, 224); color: rgb(60, 64, 67); margin-left: 0px; margin-right: 0px= ; margin-top: 11px; } .gb_4a .gb_Tb.gb_Vb { background-color: rgba(218, 220, 224, 0.01); border: = 1px solid rgb(95, 99, 104); color: rgb(232, 234, 237); } .gb_Sb.gb_Vb:hover { background-color: rgb(247, 248, 248); } .gb_Sb.gb_Vb:focus, .gb_Sb.gb_Vb:hover:focus { background-color: rgb(244, 2= 44, 244); } .gb_Sb.gb_Vb:active { background-color: rgb(244, 244, 244); border: 1px sol= id rgb(95, 99, 104); box-shadow: rgba(60, 64, 67, 0.3) 0px 1px 2px 0px, rgb= a(60, 64, 67, 0.15) 0px 1px 3px 1px; } .gb_Sb.gb_Ub:hover { background-color: rgb(43, 125, 233); border-color: tra= nsparent; box-shadow: rgba(66, 133, 244, 0.3) 0px 1px 2px 0px, rgba(66, 133= , 244, 0.15) 0px 1px 3px 1px; } .gb_Sb.gb_Ub:focus, .gb_Sb.gb_Ub:hover:focus { background-color: rgb(80, 14= 8, 237); border-color: transparent; box-shadow: rgba(66, 133, 244, 0.3) 0px= 1px 2px 0px, rgba(66, 133, 244, 0.15) 0px 1px 3px 1px; } .gb_Sb.gb_Ub:active { background-color: rgb(99, 160, 239); box-shadow: rgba= (66, 133, 244, 0.3) 0px 1px 2px 0px, rgba(66, 133, 244, 0.15) 0px 1px 3px 1= px; } .gb_4a .gb_Sb.gb_Vb:hover { background-color: rgba(232, 234, 237, 0.04); } .gb_4a .gb_Sb.gb_Vb:focus, .gb_4a .gb_Sb.gb_Vb:hover:focus { background-col= or: rgba(232, 234, 237, 0.12); border: 1px solid rgb(232, 234, 237); } .gb_4a .gb_Sb.gb_Vb:active, .gb_4a .gb_Sb.gb_Vb:active:focus { background-c= olor: rgba(232, 234, 237, 0.1); border: 1px solid rgb(95, 99, 104); box-sha= dow: rgba(60, 64, 67, 0.3) 0px 1px 2px 0px, rgba(60, 64, 67, 0.15) 0px 2px = 6px 2px; } .gb_4a .gb_Sb.gb_Ub:hover { background-color: rgb(147, 185, 248); box-shado= w: rgba(0, 0, 0, 0.3) 0px 1px 2px 0px, rgba(0, 0, 0, 0.15) 0px 1px 3px 1px;= } .gb_4a .gb_Sb.gb_Ub:focus, .gb_4a .gb_Sb.gb_Ub:hover:focus { background-col= or: rgb(165, 197, 249); } .gb_4a .gb_Sb.gb_Ub:active { background-color: rgb(138, 180, 248); box-shad= ow: rgba(0, 0, 0, 0.3) 0px 1px 2px 0px, rgba(0, 0, 0, 0.15) 0px 2px 6px 2px= ; } .gb_Mb[selected=3D"true"] > .gb_Sb:focus { background-color: rgba(0, 0, 0, = 0.24); border-radius: 2px; outline: 0px; } .gb_Mb[selected=3D"true"] > .gb_Sb:hover, .gb_Mb[selected=3D"true"] > .gb_S= b:focus:hover { background-color: rgb(86, 86, 86); border-radius: 2px; } .gb_Mb[selected=3D"true"] > .gb_Sb:active { border-radius: 2px; background-= color: rgb(33, 33, 33); } .gb_Vb { left: 0px; margin-left: 5%; } .gb_Ub { margin-right: 5%; right: 0px; } .gb_Mb:first-child, .gb_Wb:first-child + .gb_Mb { border-top: 0px; } .gb_4a .gb_Mb:first-child, .gb_4a .gb_Wb:first-child + .gb_Mb { border-top:= 1px solid transparent; } .gb_4a .gb_Mb:first-child:focus:hover, .gb_4a .gb_Wb:first-child + .gb_Mb:f= ocus:hover, .gb_4a .gb_Mb:first-child:focus, .gb_4a .gb_Wb:first-child + .g= b_Mb:focus { border-top: 1px solid rgb(232, 234, 237); } .gb_4a .gb_Mb:first-child:active, .gb_4a .gb_Wb:first-child + .gb_Mb:active= , .gb_4a .gb_Mb:first-child:active:focus, .gb_4a .gb_Wb:first-child + .gb_M= b:active:focus { border-top: 1px solid transparent; } .gb_Wb { display: none; } .gb_Nb > .gb_Mb.gb_Xb { cursor: default; opacity: 0.38; } .gb_Nb > .gb_Mb.gb_Xb:hover, .gb_Nb > .gb_Mb.gb_Xb:focus, .gb_Nb > .gb_Mb.g= b_Xb:active { background-color: rgb(255, 255, 255); } .gb_Zb { border: none; vertical-align: top; height: 32px; width: 32px; } .gb_Pb { display: inline-block; margin: 0px 0px 0px 12px; } @media screen and (min-width: 361px) { .gb_l .gb_Pb { width: 244px; } } @media screen and (max-width: 361px) { .gb_l .gb_Pb { width: calc((((100vw - 24px) - 12px) - 32px) - 66px); } } .gb_1a.gb_ra .gb_Pb { max-width: 222px; } .gb_0b .gb_Pb { margin-top: 9px; } .gb_1b { color: rgb(60, 64, 67); font: 500 14px / 18px "Google Sans", Robot= o, RobotoDraft, Helvetica, Arial, sans-serif; letter-spacing: 0.25px; text-= overflow: ellipsis; overflow: hidden; } .gb_4a .gb_1b { color: rgb(232, 234, 237); } .gb_2b .gb_1b { font-family: Roboto, RobotoDraft, Helvetica, Arial, sans-se= rif; font-size: 12px; letter-spacing: normal; line-height: 16px; } .gb_4a .gb_3b { color: rgb(189, 193, 198); } .gb_3b { color: rgb(95, 99, 104); display: inline-block; font: 400 12px / 1= 6px Roboto, RobotoDraft, Helvetica, Arial, sans-serif; text-overflow: ellip= sis; overflow: hidden; } @media screen and (min-width: 361px) { .gb_l .gb_3b { max-width: 244px; } } @media screen and (max-width: 361px) { .gb_l .gb_3b { max-width: calc((((100vw - 24px) - 12px) - 32px) - 66px); = } } @media screen and (min-width: 361px) { .gb_Pb > .gb_3b.gb_4b { max-width: 224px; } } @media screen and (max-width: 361px) { .gb_Pb > .gb_3b.gb_4b { max-width: calc(((((100vw - 24px) - 12px) - 32px)= - 66px) - 20px); } } .gb_2b .gb_3b { margin-top: 2px; } .gb_5b { color: rgb(93, 99, 105); display: block; float: right; font: itali= c 400 12px / 14px Roboto, RobotoDraft, Helvetica, Arial, sans-serif; paddin= g: 3px 0px 0px 20px; text-align: right; visibility: visible; } .gb_4a .gb_5b { color: rgb(154, 160, 166); } .gb_6b { background-color: transparent; display: none; left: 0px; position:= relative; margin-left: 44px; white-space: normal; width: 100%; overflow-wr= ap: break-word; z-index: 1; } @media screen and (min-width: 361px) { .gb_6b { max-width: 244px; } } @media screen and (max-width: 361px) { .gb_6b { max-width: calc(((100vw - 24px) - 66px) - 44px); } } .gb_Mb[selected=3D"true"] > .gb_6b { display: block; } .gb_Nb > .gb_Mb[selected=3D"true"] { height: auto; min-height: 91px; } .gb_Sb:hover { background-color: rgba(100, 100, 100, 0.4); } .gb_7b { display: block; padding: 10px 20px; } .gb_Qb { outline: 0px; padding: 14px 41px; width: 280px; } .gb_Qb:hover { background-color: rgb(247, 248, 248); } .gb_Qb:focus, .gb_Qb:hover:focus { background-color: rgb(244, 244, 244); } .gb_Qb:active, .gb_Qb:focus:active { background-color: rgb(232, 232, 233); = } .gb_8b { display: inline-block; vertical-align: middle; height: 20px; width= : 20px; } .gb_e .gb_9b::before { left: -244px; top: 0px; } .gb_ac { color: rgb(66, 127, 237); display: inline-block; padding: 0px 25px= 0px 10px; vertical-align: middle; white-space: normal; } .gb_bc { color: rgb(60, 64, 67); font: 500 14px / 18px "Google Sans", Robot= o, RobotoDraft, Helvetica, Arial, sans-serif; padding: 0px 25px 0px 16px; t= ext-align: left; } @media screen and (min-width: 361px) { .gb_bc { width: 195px; } } @media screen and (max-width: 361px) { .gb_bc { width: calc((((((100vw - 24px) - 12px) - 32px) - 66px) - 24px) -= 25px); } } .gb_4a .gb_bc { color: rgb(232, 234, 237); } .gb_cc { vertical-align: middle; } .gb_dc { transform: rotate(180deg); } .gb_ec { height: 108px; position: absolute; right: -6px; top: -6px; width: = 108px; } .gb_fc { height: 88px; position: absolute; right: 2px; top: -4px; width: 88= px; } @-webkit-keyframes progressmove {=20 0% { margin-left: -100%; } 100% { margin-left: 100%; } } @keyframes progressmove {=20 0% { margin-left: -100%; } 100% { margin-left: 100%; } } .gb_gc.gb_Ba { display: none; } .gb_gc { background-color: rgb(210, 227, 252); height: 3px; overflow: hidde= n; } .gb_4a .gb_gc { 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/usr/local/lib/python=
3.7/dist-packages/nltk/twitter/__init__.py:20: UserWarning: The twython lib=
rary has not been installed. Some functionality from the twitter package wi=
ll not be available.
  warnings.warn("The twython library has not been installed. "
=20
=20 
/usr/local/lib/python3.7/dist-packages/past/types/oldstr.py:5=
: DeprecationWarning:

Using or importing the ABCs from 'collections' instead of from 'collections=
.abc' is deprecated since Python 3.3,and in 3.9 it will stop working
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ID profileName ReviewTitle Rating Brand
0 RRXDF48XJ3PIZ SonamGupta MUST BUY ..... INALASA AIRFRYER 5.0 Amazon Airfryer
1 R1T00CUBTLNHWV Sumit Saxena Low Quality/ Pathetic Customer Support 1.0 Amazon Airfryer
2 RYRABT0JRHNX2 Ankit Mishra Easy to use 5.0 Amazon Airfryer
3 R30JVDIPF5BO91 Tushar Arora Was almost a great product 2.0 Amazon Airfryer
4 RBCHCB8D9ZTY3 Amazon Customer Product has manufacturing defect. 1.0 Amazon Airfryer
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ReviewTitle Rating Brand
0 MUST BUY ..... INALASA AIRFRYER 5.0 Amazon Airfryer
1 Low Quality/ Pathetic Customer Support 1.0 Amazon Airfryer
2 Easy to use 5.0 Amazon Airfryer
3 Was almost a great product 2.0 Amazon Airfryer
4 Product has manufacturing defect. 1.0 Amazon Airfryer
... ... ... ...
3473 Air Fryer with a difference but seller 4.0 Varada Pro
3474 A happy experience 5.0 Varada Pro
3475 Recommended 5.0 Varada Pro
3476 Looks trendy black and copper 5.0 Varada Pro
3477 NaN NaN NaN

3478 rows =C3=97 3 columns

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Brand Rating
1698 Philips 4.0
------MultipartBoundary--VnmxKC5aBZ8rfWq9DfowEo2UCPRtGHCKH3DiKJcLwy---- Content-Type: text/css Content-Transfer-Encoding: quoted-printable Content-Location: cid:css-76c58c09-005c-4508-82fb-91ffeecdf531@mhtml.blink @charset "utf-8"; html { --paper-blue-200:#90caf9; --paper-blue-400:#42a5f5; --paper-blue-500= :#2196f3; --paper-blue-700:#1976d2; --paper-blue-900:#0d47a1; --paper-blue-= a100:#82b1ff; --paper-blue-a200:#448aff; --paper-blue-a400:#2979ff; --paper= -blue-a700:#2962ff; --paper-orange-50:#fff3e0; --paper-orange-100:#ffe0b2; = --paper-orange-200:#ffcc80; --paper-orange-300:#ffb74d; --paper-orange-400:= #ffa726; --paper-orange-500:#ff9800; --paper-orange-700:#f57c00; --paper-gr= ey-50:#fafafa; --paper-grey-100:#f5f5f5; --paper-grey-200:#eeeeee; --paper-= grey-300:#e0e0e0; --paper-grey-400:#bdbdbd; --paper-grey-500:#9e9e9e; --pap= er-grey-600:#757575; --paper-grey-700:#616161; --paper-grey-800:#424242; --= paper-grey-900:#212121; --paper-red-100:#ffcdd2; --paper-red-a700:#d50000; = --paper-green-a700:#00c853; --paper-white:#ffffff; --google-blue-500:#4285f= 4; --box-shadow-elevation-2dp:0 2px 2px 0 rgba(0,0,0,0.14),0 1px 5px 0 rgba= (0,0,0,0.12),0 3px 1px -2px rgba(0,0,0,0.2); --box-shadow-elevation-3dp:0 3= px 4px 0 rgba(0,0,0,0.14),0 1px 8px 0 rgba(0,0,0,0.12),0 3px 3px -2px rgba(= 0,0,0,0.4); --paper-font-subhead-font-size:16px; --paper-font-subhead-font-= weight:400; --paper-font-subhead-line-height:24px; --paper-font-body1-font-= weight:400; --paper-font-body1-line-height:20px; } html { overflow-y: hidden; } body { background: var(--colab-primary-surface-color); color: var(--colab-p= rimary-text-color); font-family: var(--colab-chrome-font-family); font-size= : var(--colab-chrome-font-size); line-height: 1.24; font-weight: 400; paddi= ng: 7px 0px 10px 5px; margin: 0px; } h1, h2, h3, h4, h5, h6 { color: var(--colab-primary-text-color); font-famil= y: var(--colab-chrome-font-family); font-weight: 700; margin-bottom: 4px; } p, ul { margin-bottom: 6px; margin-top: 6px; } pre { margin-bottom: 0px; margin-top: 0px; } a { color: var(--colab-anchor-color); } div.stream, div.pyout, div.output_text, div.output_text pre { display: inli= ne; } div.output_latex, div.output_markdown { max-width: 1016px; } table.dataframe { border-collapse: collapse; border-spacing: 0px; border: n= one; table-layout: fixed; } table.dataframe thead { border-bottom: 1px solid var(--colab-border-color);= font-family: var(--colab-code-font-family); text-align: right; } table.dataframe tr, table.dataframe th, table.dataframe td { border: none; = padding: 0.5em; white-space: normal; } table.dataframe th { font-weight: bold; } table.dataframe th.col_heading { text-align: right; } table.dataframe tbody tr:nth-child(2n+1) { background: var(--colab-secondar= y-surface-color); } table.dataframe tbody tr:hover, table.dataframe tbody tr:nth-child(2n+1):ho= ver { background-color: var(--colab-highlighted-surface-color); } table.dataframe td { text-align: right; } table.dataTable input.text_filter { width: 95%; } table.dataTable th { text-align: left; } .output_image > img { background-color: white; max-width: 100%; vertical-al= ign: bottom; } .output_image > img.unconstrained { max-width: unset; } .ansibold { font-weight: bold; } .ansiblack { color: black; } .ansired { color: darkred; } .ansigreen { color: darkgreen; } .ansiyellow { color: brown; } .ansiblue { color: darkblue; } .ansipurple { color: darkviolet; } .ansicyan { color: steelblue; } .ansigray { color: gray; } .ansibgblack { background-color: black; } .ansibgred { background-color: red; } .ansibggreen { background-color: green; } .ansibgyellow { background-color: yellow; } .ansibgblue { background-color: blue; } .ansibgpurple { background-color: magenta; } .ansibgcyan { background-color: cyan; } .ansibggray { background-color: gray; } .output-error span { font-weight: normal !important; } .output-error pre { white-space: pre-wrap; } input.raw_input { font-family: var(--colab-code-font-family); width: 90%; } input { background: var(--colab-primary-surface-color); 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} .pyerr .collapsed .extraneous { display: none; } .pyerr .error-expander { align-items: center; cursor: pointer; display: fle= x; } .pyerr .error-expander hr { border-right: 0px; border-bottom: 0px; border-l= eft: 0px; border-image: initial; border-top: 1px solid var(--colab-bold-bor= der-color); flex-grow: 1; height: 1px; margin: 0px 10px; padding: 0px; } .pyerr .error-expander hr:first-child { max-width: 240px; } .pyerr .error-expander svg { fill: var(--colab-icon-color); height: 24px; s= troke: var(--colab-icon-color); width: 24px; } .lm-Widget.lm-mod-hidden { display: none !important; } audio:focus { outline: none; } .string-repr { display: inline; } .string-repr .quote { opacity: 0.75; user-select: none; } .string-repr pre { display: inline; white-space: pre-wrap; word-break: brea= k-all; } .string-repr button { color: var(--colab-primary-text-color); cursor: point= er; border: 1px solid rgb(118, 118, 118); border-radius: 2px; outline: none= ; } .string-repr button.copy { background: transparent; border: none; margin-le= ft: 4px; opacity: 0; padding: 0px; stroke: var(--colab-primary-text-color);= transition: opacity 200ms ease 0s; } .string-repr button.copy svg { width: 14px; } .string-repr.hover button.copy, .string-repr:hover button.copy { opacity: 1= ; } .string-repr button.more { background-color: transparent; border-color: tra= nsparent; display: none; padding: 0px; transition: background-color 200ms e= ase 0s, border-color 200ms ease 0s; } .string-repr.large button.more { display: inline; } .string-repr.large.truncated button .collapse { display: none; } .string-repr.large button .expand { display: none; } .string-repr.large.truncated button .expand { display: inline; } .string-repr.hover button.more, .string-repr:hover button.more { border-col= or: rgb(118, 118, 118); } html { --colab-anchor-color:#0000ee; --colab-primary-text-color:var(--paper= -grey-900); --colab-primary-surface-color:var(--paper-white); --colab-secon= dary-surface-color:#f7f7f7; --colab-highlighted-surface-color:var(--paper-g= rey-300); --colab-border-color:#dadada; --colab-bold-border-color:#111; --c= olab-icon-color:#616161; --ansi-black:rgb(0,0,0); --ansi-red:rgb(139,0,0); = --ansi-green:rgb(0,100,0); --ansi-yellow:rgb(205,205,0); --ansi-blue:rgb(0,= 0,238); --ansi-magenta:rgb(205,0,205); --ansi-cyan:rgb(70,130,180); --ansi-= gray:rgb(229,229,229); --ansi-bright-black:rgb(127,127,127); --ansi-bright-= red:rgb(255,0,0); --ansi-bright-green:rgb(0,208,0); --ansi-bright-yellow:rg= b(255,255,0); --ansi-bright-blue:rgb(92,92,255); --ansi-bright-magenta:rgb(= 255,0,255); --ansi-bright-cyan:rgb(0,255,255); --ansi-bright-gray:rgb(255,2= 55,255); --colab-code-font-family:monospace; --colab-chrome-font-family:"Ro= boto","Noto",sans-serif; --colab-chrome-font-size:14px; } html[theme=3D"dark"] { --colab-anchor-color:var(--paper-blue-400); --colab-= primary-text-color:#d5d5d5; --colab-primary-surface-color:#383838; --colab-= secondary-surface-color:#454545; --colab-highlighted-surface-color:#525252;= --colab-border-color:var(--paper-grey-900); --colab-bold-border-color:#eee= ; --colab-icon-color:#f5f5f5; --ansi-black:rgb(63,63,63); --ansi-red:rgb(25= 5,122,136); --ansi-green:rgb(87,187,138); --ansi-yellow:rgb(255,255,102); -= -ansi-blue:rgb(130,177,255); --ansi-magenta:rgb(205,0,205); --ansi-cyan:rgb= (153,187,215); --ansi-gray:rgb(229,229,229); --ansi-bright-green:rgb(0,255,= 0); } html[editor=3D"synthwave84"] { --colab-anchor-color:#f97e72; --colab-primar= y-surface-color:#241b2f; --colab-secondary-surface-color:#49549539; --colab= -highlighted-surface-color:#372d4b; --colab-border-color:#34294fb3; --ansi-= red:#fe4450; --ansi-green:#72f1b8; --ansi-yellow:#f97e72; --ansi-blue:#03ed= f9; --ansi-magenta:#ff7edb; --ansi-cyan:#03edf9; --ansi-bright-red:#fe4450;= --ansi-bright-green:#72f1b8; --ansi-bright-yellow:#fede5d; --ansi-bright-b= lue:#03edf9; --ansi-bright-magenta:#ff7edb; --ansi-bright-cyan:#03edf9; } ------MultipartBoundary--VnmxKC5aBZ8rfWq9DfowEo2UCPRtGHCKH3DiKJcLwy---- Content-Type: text/css Content-Transfer-Encoding: quoted-printable Content-Location: cid:css-b30a1a7c-c9af-4220-b6eb-005ae6c7d838@mhtml.blink @charset "utf-8"; .dataframe tbody tr th:only-of-type { vertical-align: middle; } .dataframe tbody tr th { vertical-align: top; } .dataframe thead th { text-align: right; } ------MultipartBoundary--VnmxKC5aBZ8rfWq9DfowEo2UCPRtGHCKH3DiKJcLwy---- Content-Type: text/html Content-ID: Content-Transfer-Encoding: quoted-printable Content-Location: https://b1q7sfkjhd-496ff2e9c6d22116-0-colab.googleusercontent.com/outputframe.html?vrz=colab-20210507-060057-RC00_372525719
Brand Rating
717 American Micronic 5.0
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ReviewTitle Rating Brand
1372 Push button not worked 1.0 Insala airfryer
1636 air fryer get hot outside 1.0 Kent
1911 \n Repalced it once but to this day doesn't w... 1.0 Philips
1015 Defective piece was sent 1.0 Insala airfryer
2921 \n An excellent Product. A lot of calories ca... 1.0 Philips
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Negative on Amazon Ai=
rfryer:                                 CleanedText  ...                   =
                 lemma_neg
1017                           worst experi  ...                           =
   [worst, experi]
1135                                satisfi  ...                           =
         [satisfi]
1435                    take long time cook  ...                     [take,=
 long, time, cook]
1054                   poor qualiti product  ...                     [poor,=
 qualiti, product]
1159     product box inner thermacol broken  ...     [product, box, inner, =
thermacol, broken]
1055                     poor built qualiti  ...                       [poo=
r, built, qualiti]
1336                     miss warranti card  ...                       [mis=
s, warranti, card]
1155                                 averag  ...                           =
          [averag]
1500                          worst product  ...                           =
  [worst, product]
1512                                  worth  ...                           =
           [worth]
1213                                   good  ...                           =
            [good]
1092     warranti card instruct manual miss  ...     [warranti, card, instr=
uct, manual, miss]
1086                        real disappoint  ...                           =
[real, disappoint]
1218                     poor paint qualiti  ...                       [poo=
r, paint, qualiti]
1517                   delic plastic compon  ...                     [delic=
, plastic, compon]
1226              miss manual warranti card  ...               [miss, manua=
l, warranti, card]
1026        damag product reciev weak handl  ...        [damag, product, re=
ciev, weak, handl]
1100           poor kitchen inalsa airfrier  ...            [poor, kitchen,=
 inalsa, airfrier]
1294                       money well spent  ...                         [m=
oney, well, spent]
1283                           unabl regist  ...                           =
   [unabl, regist]
1035            decent product littl faulti  ...             [decent, produ=
ct, littl, faulti]
1241                              worth buy  ...                           =
      [worth, buy]
1511                           averag fryer  ...                           =
   [averag, fryer]
1479                          worst product  ...                           =
  [worst, product]
1020      worst servic poor qualiti product  ...      [worst, servic, poor,=
 qualiti, product]
1201                         horribl experi  ...                           =
 [horribl, experi]
994       low qualiti pathet custom support  ...      [low, qualiti, pathet=
, custom, support]
1233                 abl return broken piec  ...                  [abl, ret=
urn, broken, piec]
1036                   genuin worst product  ...                     [genui=
n, worst, product]
1483                        worst air fryer  ...                          [=
worst, air, fryer]
1008                          worst product  ...                           =
  [worst, product]
1210                           poor qualiti  ...                           =
   [poor, qualiti]
1041                pathet air fryer inalsa  ...                 [pathet, a=
ir, fryer, inalsa]
1266                                    use  ...                           =
             [use]
1264                   poor qualiti product  ...                     [poor,=
 qualiti, product]
1475       poor product qualiti poor servic  ...       [poor, product, qual=
iti, poor, servic]
1109             poor product servic amazon  ...              [poor, produc=
t, servic, amazon]
1397                              complaint  ...                           =
       [complaint]
1398                      useless seem fake  ...                        [us=
eless, seem, fake]
1143                   poor qualiti product  ...                     [poor,=
 qualiti, product]
1277                              worth buy  ...                           =
      [worth, buy]
1485                          worst product  ...                           =
  [worst, product]
1071                            bad qualiti  ...                           =
    [bad, qualiti]
1063  disappoint product ever bought amazon  ...  [disappoint, product, eve=
r, bought, amazon]
1542                      bad custom servic  ...                        [ba=
d, custom, servic]
1544                             wast money  ...                           =
     [wast, money]
1066       stop work use miss item list box  ...     [stop, work, use, miss=
, item, list, box]
1362                 worst product dont buy  ...                  [worst, p=
roduct, dont, buy]
1162                    wast chines product  ...                       [was=
t, chine, product]
1249                                    bad  ...                           =
             [bad]
1167                            worst brand  ...                           =
    [worst, brand]
1380                            bad product  ...                           =
    [bad, product]
1412                        horribl product  ...                           =
[horribl, product]
1323                       dont buy serious  ...                         [d=
ont, buy, serious]
1314         buy inalsa airfryer wast money  ...         [buy, inalsa, airf=
ryer, wast, money]

[55 rows x 5 columns]
Trigram Frequency
0 product box inner thermacol 1
1 box inner thermacol broken 1
2 warranti card instruct manual 1
3 card instruct manual miss 1
4 miss manual warranti card 1
5 damag product reciev weak 1
6 product reciev weak handl 1
7 poor kitchen inalsa airfrier 1
8 decent product littl faulti 1
9 worst servic poor qualiti 1
10 servic poor qualiti product 1
11 low qualiti pathet custom 1
12 qualiti pathet custom support 1
13 abl return broken piec 1
14 pathet air fryer inalsa 1
15 poor product qualiti poor 1
16 product qualiti poor servic 1
17 poor product servic amazon 1
18 disappoint product bought amazon 1
19 stop work use miss 1
20 work use miss item 1
21 use miss item list 1
22 miss item list box 1
23 worst product dont buy 1
24 buy inalsa airfryer wast 1
25 inalsa airfryer wast money 1
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Negative on kenstar A=
irfryer:                              CleanedText  ...                     =
             lemma_neg
1569                          disappoint  ...                              =
 [disappoint]
1558                matter week wast buy  ...                  [matter, wee=
k, wast, buy]
1567               recip book given miss  ...                 [recip, book,=
 given, miss]
1551                             satisfi  ...                              =
    [satisfi]
1568   snall wire wrong descript mention  ...    [snall, wire, wrong, descr=
ipt, mention]
1581        remov extra fat chicken meat  ...         [remov, extra, fat, c=
hicken, meat]
1602  kenstar aster digi oxi fryer black  ...  [kenstar, aster, digi, oxi, =
fryer, black]
1562  product valu money recip book miss  ...  [product, valu, money, recip=
, book, miss]
1584             worst experi wast money  ...               [worst, experi,=
 wast, money]
1548              build qualiti question  ...                 [build, quali=
ti, question]

[10 rows x 5 columns]
Trigram Frequency
0 matter week wast buy 1
1 recip book given miss 1
2 snall wire wrong descript 1
3 wire wrong descript mention 1
4 remov extra fat chicken 1
5 extra fat chicken meat 1
6 kenstar aster digi oxi 1
7 aster digi oxi fryer 1
8 digi oxi fryer black 1
9 product valu money recip 1
10 valu money recip book 1
11 money recip book miss 1
12 worst experi wast money 1
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--colab-bold-border-color:#eee= ; --colab-icon-color:#f5f5f5; --ansi-black:rgb(63,63,63); --ansi-red:rgb(25= 5,122,136); --ansi-green:rgb(87,187,138); --ansi-yellow:rgb(255,255,102); -= -ansi-blue:rgb(130,177,255); --ansi-magenta:rgb(205,0,205); --ansi-cyan:rgb= (153,187,215); --ansi-gray:rgb(229,229,229); --ansi-bright-green:rgb(0,255,= 0); } html[editor=3D"synthwave84"] { --colab-anchor-color:#f97e72; --colab-primar= y-surface-color:#241b2f; --colab-secondary-surface-color:#49549539; --colab= -highlighted-surface-color:#372d4b; --colab-border-color:#34294fb3; --ansi-= red:#fe4450; --ansi-green:#72f1b8; --ansi-yellow:#f97e72; --ansi-blue:#03ed= f9; --ansi-magenta:#ff7edb; --ansi-cyan:#03edf9; --ansi-bright-red:#fe4450;= --ansi-bright-green:#72f1b8; --ansi-bright-yellow:#fede5d; --ansi-bright-b= lue:#03edf9; --ansi-bright-magenta:#ff7edb; --ansi-bright-cyan:#03edf9; } ------MultipartBoundary--VnmxKC5aBZ8rfWq9DfowEo2UCPRtGHCKH3DiKJcLwy---- Content-Type: text/css Content-Transfer-Encoding: quoted-printable Content-Location: cid:css-8853105f-c7f2-48f1-b1bd-c2dc077c394b@mhtml.blink @charset "utf-8"; .dataframe tbody tr th:only-of-type { vertical-align: middle; } .dataframe tbody tr th { vertical-align: top; } .dataframe thead th { text-align: right; } ------MultipartBoundary--VnmxKC5aBZ8rfWq9DfowEo2UCPRtGHCKH3DiKJcLwy---- Content-Type: text/html Content-ID: Content-Transfer-Encoding: quoted-printable Content-Location: https://b1q7sfkjhd-496ff2e9c6d22116-0-colab.googleusercontent.com/outputframe.html?vrz=colab-20210507-060057-RC00_372525719 
Negative on kent Airf=
ryer:                             CleanedText  ...                         =
       lemma_neg
1644                        bad qualiti  ...                           [bad=
, qualiti]
1637  worst product possibl need refund  ...  [worst, product, possibl, nee=
d, refund]
1642                             pathet  ...                               =
  [pathet]
1645                     good make food  ...                       [good, m=
ake, food]
1651                       qualiti poor  ...                          [qual=
iti, poor]

[5 rows x 5 columns]
Trigram Frequency
0 worst product possibl need 1
1 product possibl need refund 1
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= --paper-green-a700:#00c853; --paper-white:#ffffff; --google-blue-500:#4285f= 4; --box-shadow-elevation-2dp:0 2px 2px 0 rgba(0,0,0,0.14),0 1px 5px 0 rgba= (0,0,0,0.12),0 3px 1px -2px rgba(0,0,0,0.2); --box-shadow-elevation-3dp:0 3= px 4px 0 rgba(0,0,0,0.14),0 1px 8px 0 rgba(0,0,0,0.12),0 3px 3px -2px rgba(= 0,0,0,0.4); --paper-font-subhead-font-size:16px; --paper-font-subhead-font-= weight:400; --paper-font-subhead-line-height:24px; --paper-font-body1-font-= weight:400; --paper-font-body1-line-height:20px; } html { overflow-y: hidden; } body { background: var(--colab-primary-surface-color); color: var(--colab-p= rimary-text-color); font-family: var(--colab-chrome-font-family); font-size= : var(--colab-chrome-font-size); line-height: 1.24; font-weight: 400; paddi= ng: 7px 0px 10px 5px; margin: 0px; } h1, h2, h3, h4, h5, h6 { color: var(--colab-primary-text-color); font-famil= y: var(--colab-chrome-font-family); font-weight: 700; margin-bottom: 4px; } p, ul { margin-bottom: 6px; margin-top: 6px; 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.dataframe tbody tr th:only-of-type { vertical-align: middle; } .dataframe tbody tr th { vertical-align: top; } .dataframe thead th { text-align: right; } ------MultipartBoundary--VnmxKC5aBZ8rfWq9DfowEo2UCPRtGHCKH3DiKJcLwy---- Content-Type: text/html Content-ID: Content-Transfer-Encoding: quoted-printable Content-Location: https://b1q7sfkjhd-496ff2e9c6d22116-0-colab.googleusercontent.com/outputframe.html?vrz=colab-20210507-060057-RC00_372525719 
Negative on kent Airf=
ryer:                                       CleanedText  ...               =
                           lemma_neg
686                                averag product  ...                     =
             [averag, product]
588                                        expect  ...                     =
                      [expect]
874                                     tast good  ...                     =
                  [tast, good]
563                         worst warranti servic  ...                     =
     [worst, warranti, servic]
946                                       satisfi  ...                     =
                     [satisfi]
818                                 tranport good  ...                     =
              [tranport, good]
696                                          sure  ...                     =
                        [sure]
626  product gud ltr true base small compar brand  ...  [product, gud, ltr,=
 true, base, small, compar,...
575           pleas note air fryer pan fit proper  ...         [plea, note,=
 air, fryer, pan, fit, proper]
582                                 less oil cook  ...                     =
               [le, oil, cook]
613                              oil less journey  ...                     =
            [oil, le, journey]
620                                     dri fryer  ...                     =
                  [dri, fryer]
605                                        averag  ...                     =
                      [averag]
646                                    packag bad  ...                     =
                 [packag, bad]
641                                           use  ...                     =
                         [use]
556                                 qualiti great  ...                     =
              [qualiti, great]
589                          good even prima faci  ...                     =
     [good, even, prima, faci]
584                                         worth  ...                     =
                       [worth]
688                              worst buy amazon  ...                     =
          [worst, buy, amazon]
809                                  wast product  ...                     =
               [wast, product]
839                                       useless  ...                     =
                     [useless]
657                          poor qualiti product  ...                     =
      [poor, qualiti, product]
647                                  good product  ...                     =
               [good, product]
664                         timer function expect  ...                     =
     [timer, function, expect]
860                                    wast money  ...                     =
                 [wast, money]

[25 rows x 5 columns]
Trigram Frequency
0 product gud ltr true 1
1 gud ltr true base 1
2 ltr true base small 1
3 true base small compar 1
4 base small compar brand 1
5 pleas note air fryer 1
6 note air fryer pan 1
7 air fryer pan fit 1
8 fryer pan fit proper 1
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positive on AMC Airfr=
yer:                                   CleanedText  ...                    =
                     lemma_Pos
862                  excel daili healthi cook  ...                     [exc=
el, daili, healthi, cook]
858  easi use healthi flavour rich food fryer  ...  [easi, use, healthi, fl=
avour, rich, food, fryer]
830                          one kind product  ...                         =
     [one, kind, product]
840                             best bachelor  ...                         =
         [best, bachelor]
842                    great product low cost  ...                       [g=
reat, product, low, cost]
..                                        ...  ...                         =
                      ...
855      product qualiti top class usag limit  ...       [product, qualiti,=
 top, class, usag, limit]
859                         use member famili  ...                         =
    [use, member, famili]
873                              good product  ...                         =
          [good, product]
856                    good oper maintain vfm  ...                       [g=
ood, oper, maintain, vfm]
836                                      good  ...                         =
                   [good]

[219 rows x 5 columns]
Trigram Frequency
0 excel daili healthi cook 1
1 easi use healthi flavour 1
2 use healthi flavour rich 1
3 healthi flavour rich food 1
4 flavour rich food fryer 1
5 great product low cost 1
6 excel air fryer amaz 1
7 air fryer amaz price 1
8 absolut blown away wonder 1
9 blown away wonder product 1
10 away wonder product technolog 1
11 wonder product technolog permit 1
12 product technolog permit fri 1
13 technolog permit fri littl 1
14 excel product use week 1
15 product use week chicken 1
16 best air fryer qualiti 1
17 air fryer qualiti wise 1
18 fryer qualiti wise come 1
19 product good look good 1
20 good look good thing 1
21 look good thing purchas 1
22 shes alreadi tri recipi 1
23 alreadi tri recipi day 1
24 tri recipi day enjoy 1
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= --paper-green-a700:#00c853; --paper-white:#ffffff; --google-blue-500:#4285f= 4; --box-shadow-elevation-2dp:0 2px 2px 0 rgba(0,0,0,0.14),0 1px 5px 0 rgba= (0,0,0,0.12),0 3px 1px -2px rgba(0,0,0,0.2); --box-shadow-elevation-3dp:0 3= px 4px 0 rgba(0,0,0,0.14),0 1px 8px 0 rgba(0,0,0,0.12),0 3px 3px -2px rgba(= 0,0,0,0.4); --paper-font-subhead-font-size:16px; --paper-font-subhead-font-= weight:400; --paper-font-subhead-line-height:24px; --paper-font-body1-font-= weight:400; --paper-font-body1-line-height:20px; } html { overflow-y: hidden; } body { background: var(--colab-primary-surface-color); color: var(--colab-p= rimary-text-color); font-family: var(--colab-chrome-font-family); font-size= : var(--colab-chrome-font-size); line-height: 1.24; font-weight: 400; paddi= ng: 7px 0px 10px 5px; margin: 0px; } h1, h2, h3, h4, h5, h6 { color: var(--colab-primary-text-color); font-famil= y: var(--colab-chrome-font-family); font-weight: 700; margin-bottom: 4px; } p, ul { margin-bottom: 6px; margin-top: 6px; 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'
Push button  not workedair fryer get hot outside\n  =
Repalced it once but to this day doesn\'t work properly.\nDefective piece w=
as sent\n  An excellent Product. A lot of calories can be saved with its us=
e\nDamaged product receivedWorst experienceWant this replacementService pro=
blem\n  Reveived damaged product with full of scratch and the coil also det=
ached from the position\nWorst service. Poor quality product.\n  Product is=
 bud but delivered to me has a little problem.\nTo buy Inalsa airfryer is a=
 waste of money\n  Totally different product delivered without indicator li=
ght and display as shown in pic. Very disappointed from this.\n\n  Buy any =
air frier at lesser cost, it hardly matters, dont pay so much for just a na=
me\nNo guarantee card no invoice no recipe book\n  First Time. I ordered on=
e  but it did not work - the \'tray\' would not go in because it was obstru=
cted by a wire hanging down. I tried to return it to the \'authorised\' age=
nt that was some 25 kms away. At 1230h when I re
=
'
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ReviewTitle Rating Brand CleanedText
1372 Push button not worked 1.0 Insala airfryer push button work
1636 air fryer get hot outside 1.0 Kent air fryer get hot outsid
1911 \n Repalced it once but to this day doesn't w... 1.0 Philips repalc day doesnt work proper
1015 Defective piece was sent 1.0 Insala airfryer defect piec sent
2921 \n An excellent Product. A lot of calories ca... 1.0 Philips excel product lot calori save use
... ... ... ... ...
1520 Value for money n easy to clean 5.0 Insala airfryer valu money easi clean
1522 Good and useful product 5.0 Insala airfryer good use product
1524 Very easy to use and good product 5.0 Insala airfryer easi use good product
1509 Excellent Product. Proud owner of Inalsa Air F... 5.0 Insala airfryer excel product proud owner inalsa air fryer
3476 Looks trendy black and copper 5.0 Varada Pro look trendi black copper

3476 rows =C3=97 4 columns

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ReviewTitle Rating Brand CleanedText Polarity Sentiment_Type
0 Push button not worked 1.0 Insala airfryer push button work 0.000000 NEUTRAL
1 air fryer get hot outside 1.0 Kent air fryer get hot outsid 0.125000 POSITIVE
2 \n Repalced it once but to this day doesn't w... 1.0 Philips repalc day doesnt work proper 0.000000 NEUTRAL
3 Defective piece was sent 1.0 Insala airfryer defect piec sent 0.000000 NEUTRAL
4 \n An excellent Product. A lot of calories ca... 1.0 Philips excel product lot calori save use 1.000000 POSITIVE
... ... ... ... ... ... ...
3471 Value for money n easy to clean 5.0 Insala airfryer valu money easi clean 0.400000 POSITIVE
3472 Good and useful product 5.0 Insala airfryer good use product 0.500000 POSITIVE
3473 Very easy to use and good product 5.0 Insala airfryer easi use good product 0.631667 POSITIVE
3474 Excellent Product. Proud owner of Inalsa Air F... 5.0 Insala airfryer excel product proud owner inalsa air fryer 0.900000 POSITIVE
3475 Looks trendy black and copper 5.0 Varada Pro look trendi black copper 0.216667 POSITIVE

3476 rows =C3=97 6 columns

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=20 =20
=20 =20
<= /g>= = PhilipsIns= ala airfryerAmazon AirfryerAmerican MicronicK= ensterHiltonKentVarada ProSolara Digital= 020040060080010001200= 140016001800Export to plot.ly =C2=BB
<= text class=3D"gtitle" x=3D"62.2" y=3D"50" text-anchor=3D"start" dy=3D"0em" = data-unformatted=3D"COUNT OF BRANDS" data-math=3D"N" style=3D"font-family: = "Open Sans", verdana, arial, sans-serif; font-size: 17px; fill: r= gb(77, 86, 99); opacity: 1; font-weight: normal; white-space: pre;">COUNT O= F BRANDSBrandcount
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font-weight: bold; line-height: 20px; } .plotly-notifier .notifier-note { min-width: 180px; max-width: 250px; borde= r: 1px solid rgb(255, 255, 255); z-index: 3000; margin: 0px; background-col= or: rgba(140, 151, 175, 0.9); color: rgb(255, 255, 255); padding: 10px; ove= rflow-wrap: break-word; hyphens: auto; } .plotly-notifier p { margin: 0px; } .plotly-notifier { font-family: "Open Sans", verdana, arial, sans-serif; po= sition: fixed; top: 50px; right: 20px; z-index: 10000; font-size: 10pt; max= -width: 180px; } .js-plotly-plot .plotly .select-outline-2 { stroke: black; stroke-dasharray= : 2px, 2px; } .js-plotly-plot .plotly .select-outline-1 { stroke: white; } .js-plotly-plot .plotly .select-outline { fill: none; stroke-width: 1; shap= e-rendering: crispedges; } .js-plotly-plot .plotly .vertical [data-title]::before { border-width: 6px;= border-style: solid; border-color: transparent transparent transparent rgb= (105, 115, 138); border-image: initial; margin-top: 8px; margin-right: -30p= x; } .js-plotly-plot .plotly .vertical [data-title]::before, .js-plotly-plot .pl= otly .vertical [data-title]::after { top: 0%; right: 200%; } .js-plotly-plot .plotly [data-title]::after { content: attr(data-title); ba= ckground: rgb(105, 115, 138); color: white; padding: 8px 10px; font-size: 1= 2px; line-height: 12px; white-space: nowrap; margin-right: -18px; border-ra= dius: 2px; } .js-plotly-plot .plotly [data-title]::before { content: ""; position: absol= ute; background: transparent; border-width: 6px; border-style: solid; borde= r-color: transparent transparent rgb(105, 115, 138); border-image: initial;= z-index: 1002; margin-top: -12px; margin-right: -6px; } .js-plotly-plot .plotly [data-title]:hover::before, .js-plotly-plot .plotly= [data-title]:hover::after { display: block; opacity: 1; } .js-plotly-plot .plotly [data-title]::before, .js-plotly-plot .plotly [data= -title]::after { position: absolute; transform: translate3d(0px, 0px, 0px);= display: none; opacity: 0; z-index: 1001; 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ReviewTitle Rating Brand CleanedText Polarity Sentiment_Type Review_emotions pol_num
1372 Push button not worked 1.0 Insala airfryer push button work 0.000000 NEUTRAL SATISFIED 0
1636 air fryer get hot outside 1.0 Kent air fryer get hot outsid 0.125000 POSITIVE HAPPY 1
1911 \n Repalced it once but to this day doesn't w... 1.0 Philips repalc day doesnt work proper 0.000000 NEUTRAL SATISFIED 0
1015 Defective piece was sent 1.0 Insala airfryer defect piec sent 0.000000 NEUTRAL SATISFIED 0
2921 \n An excellent Product. A lot of calories ca... 1.0 Philips excel product lot calori save use 1.000000 POSITIVE HAPPY 1
586 Damaged product received 1.0 American Micronic damag product receiv 0.000000 NEUTRAL SATISFIED 0
1017 Worst experience 1.0 Insala airfryer worst experi -1.000000 NEGATIVE ANGRY -1
1634 Want this replacement 1.0 Kent want replac 0.000000 NEUTRAL SATISFIED 0
313 Service problem 1.0 Amazon Airfryer servic problem 0.000000 NEUTRAL SATISFIED 0
2919 \n Reveived damaged product with full of scra... 1.0 Philips reveiv damag product full scratch coil also de... 0.350000 POSITIVE HAPPY 1
1020 Worst service. Poor quality product. 1.0 Insala airfryer worst servic poor qualiti product -0.700000 NEGATIVE ANGRY -1
2918 \n Product is bud but delivered to me has a l... 1.0 Philips product bud deliv littl problem -0.187500 NEGATIVE ANGRY -1
321 To buy Inalsa airfryer is a waste of money 1.0 Amazon Airfryer buy inalsa airfryer wast money -0.200000 NEGATIVE ANGRY -1
1929 \n Totally different product delivered withou... 1.0 Philips total differ product deliv without indic light... -0.191667 NEGATIVE ANGRY -1
2806 \n Buy any air frier at lesser cost, it hardl... 1.0 Philips buy air frier lesser cost hard matter dont pay... -0.030556 NEGATIVE ANGRY -1
304 No guarantee card no invoice no recipe book 1.0 Amazon Airfryer guarante card invoic recip book 0.000000 NEUTRAL SATISFIED 0
2950 \n First Time. I ordered one but it did not ... 1.0 Philips first time order one work tray would obstruct ... -0.149365 NEGATIVE ANGRY -1
2951 \n Product is really good. suitable for fries... 1.0 Philips product realli good suitabl fri chip frozen fo... 0.356667 POSITIVE HAPPY 1
2606 \n It's not working i want to exchange it\n 1.0 Philips work want exchang 0.000000 NEUTRAL SATISFIED 0
300 Do not buy 1.0 Amazon Airfryer buy 0.000000 NEUTRAL SATISFIED 0
1027 Rust air frier, opened box, 1.0 Insala airfryer rust air frier open box 0.000000 NEUTRAL SATISFIED 0
1204 Product didn't powered up 1.0 Insala airfryer product didnt power 0.000000 NEUTRAL SATISFIED 0
1942 \n Extremely disappointed. I opened it after ... 1.0 Philips extrem disappoint open find damag whole coil h... 0.016667 POSITIVE HAPPY 1
2915 \n Compact,portable and ease of cleaning. Req... 1.0 Philips compact portabl eas clean requir low oil make ... 0.400000 POSITIVE HAPPY 1
1616 Review 1.0 Kenster review 0.000000 NEUTRAL SATISFIED 0
589 Not good even prima facie 1.0 American Micronic good even prima faci -0.350000 NEGATIVE ANGRY -1
1910 \n Did not receive the recipe book.For such a... 1.0 Philips receiv recip book expens product get complet s... -0.133333 NEGATIVE ANGRY -1
1210 Poor quality 1.0 Insala airfryer poor qualiti -0.400000 NEGATIVE ANGRY -1
2923 \n This isn't even worth 5k anymore. This is ... 1.0 Philips isnt even worth anymor basic analog fryer enti... 0.076389 POSITIVE HAPPY 1
351 Don't buy 1.0 Amazon Airfryer dont buy 0.000000 NEUTRAL SATISFIED 0
1650 Dont buy this product 1.0 Kent dont buy product 0.000000 NEUTRAL SATISFIED 0
1645 NOT GOOD FOR MAKING FOOD 1.0 Kent good make food -0.350000 NEGATIVE ANGRY -1
1006 Doesn't work anymore Amazon is sell so cheap q... 1.0 Insala airfryer doesnt work anymor amazon sell cheap qualiti p... 0.400000 POSITIVE HAPPY 1
346 Defected piece. 1.0 Amazon Airfryer defect piec 0.000000 NEUTRAL SATISFIED 0
1882 \n It's not getting locked. We got faulty pro... 1.0 Philips get lock got faulti product even month face is... 0.000000 NEUTRAL SATISFIED 0
1885 \n RECEIVED A BROKEN PRODUCT 2nd timeAwful ex... 1.0 Philips receiv broken product timeaw experi -0.200000 NEGATIVE ANGRY -1
1643 No safety switch 1.0 Kent safeti switch 0.000000 NEUTRAL SATISFIED 0
341 Defective pro6 1.0 Amazon Airfryer defect 0.000000 NEUTRAL SATISFIED 0
1008 Worst product 1.0 Insala airfryer worst product -1.000000 NEGATIVE ANGRY -1
1890 \n Received used product please check your pr... 1.0 Philips receiv use product pleas check product 0.000000 NEUTRAL SATISFIED 0
2832 \n The product arrived broken unfortunately\n 1.0 Philips product arriv broken unfortun -0.450000 NEGATIVE ANGRY -1
1893 \n Damaged product delivered!\n 1.0 Philips damag product deliv 0.000000 NEUTRAL SATISFIED 0
1642 Pathetic! 1.0 Kent pathet -1.000000 NEGATIVE ANGRY -1
1895 \n I got the product wth broken handle.Outsid... 1.0 Philips got product wth broken handl outsid box inspit... -0.400000 NEGATIVE ANGRY -1
334 Chinese product 1.0 Amazon Airfryer chines product 0.000000 NEUTRAL SATISFIED 0
1897 \n Got a defective product....how is it that... 1.0 Philips got defect product packag bad expens product -0.312500 NEGATIVE ANGRY -1
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330 Don't buy seriously 1.0 Amazon Airfryer dont buy serious -0.333333 NEGATIVE ANGRY -1
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Shape of your Data Se=
t: (3478, 5)
############## C L A S S I F Y I N G  V A R I A B L E S  ##################=
##
Classifying variables in data set...
    Number of Numeric Columns =3D  1
    Number of Integer-Categorical Columns =3D  0
    Number of String-Categorical Columns =3D  1
    Number of Factor-Categorical Columns =3D  0
    Number of String-Boolean Columns =3D  0
    Number of Numeric-Boolean Columns =3D  0
    Number of Discrete String Columns =3D  2
    Number of NLP String Columns =3D  1
    Number of Date Time Columns =3D  0
    Number of ID Columns =3D  0
    Number of Columns to Delete =3D  0
    5 Predictors classified...
        This does not include the Target column(s)
        3 variables removed since they were ID or low-information variables
<= div class=3D"stream">
Time to=
 run AutoViz (in seconds) =3D 2.025

 ###################### VISUALIZATION Completed ########################
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CleanedText Sentiment_Type Brand Polarity
1 air fryer get hot outsid POSITIVE Kent 0.125000
2447 great product amaz price POSITIVE Insala airfryer 0.700000
2452 good product reason price POSITIVE Insala airfryer 0.450000
2453 excel product POSITIVE Insala airfryer 1.000000
2455 easi oper POSITIVE Insala airfryer 0.433333
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CleanedText Sentiment_Type Brand Polarity
0 push button work NEUTRAL Insala airfryer 0.0
2314 five star NEUTRAL American Micronic 0.0
2316 five star NEUTRAL American Micronic 0.0
2319 five star NEUTRAL American Micronic 0.0
2320 five star NEUTRAL American Micronic 0.0
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CleanedText Sentiment_Type Brand Polarity
6 worst experi NEGATIVE Insala airfryer -1.00
517 total wast moneytak lot time cooktoo much unne... NEGATIVE Philips -0.30
603 satisfi NEGATIVE Insala airfryer -0.25
592 expect upto NEGATIVE Philips -0.10
587 take long time cook NEGATIVE Insala airfryer -0.05
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CleanedText Sentiment_Type Brand Polarity
1636 air fryer get hot outsid POSITIVE Kent 0.125000
1108 great product amaz price POSITIVE Insala airfryer 0.700000
1117 good product reason price POSITIVE Insala airfryer 0.450000
1118 excel product POSITIVE Insala airfryer 1.000000
1122 easi oper POSITIVE Insala airfryer 0.433333
... ... ... ... ...
3411 airfryer liter save heart attack fast econom u... POSITIVE Philips 0.457031
2270 less amount oil thought food would tast good w... POSITIVE Philips 0.411111
3313 good product satisfi amazon servic POSITIVE Philips 0.675000
3383 wonder buy much fri food want without actual f... POSITIVE Philips 0.100000
3476 look trendi black copper POSITIVE Varada Pro 0.216667

2391 rows =C3=97 4 columns

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Slide to adjust relevance metric:(2)
= 0= .00.20.40.6= 0.81.0
PC1PC2= Marginal topic distribution2%5%10%123Intertopi= c Distance Map (via multidimensional scaling)Overall term frequencyEstimated term frequency within the selected topic1. saliency(= term w) =3D frequency(w) * [sum_t p(t | w) * log(p(t | w)/p(t))] for topics= t; see Chuang et. al (2012)2. relevance(term w= | topic t) =3D =CE=BB * p(w | t) + (1 - =CE=BB) * p(w | t)/p(w); see Sieve= rt & Shirley (2014)= = = prod= uct= goodexcelnicegreatfrieasifryercookmustaw= esompriceuseairamazonworkbestbuyitemhealthipurchasonesatisfichicken<= text x=3D"-5" class=3D"terms" y=3D"448" cursor=3D"pointer" id=3D"ldavis_el5= 91401727225850407911009890-termexpect" style=3D"text-anchor: end;">amazwell<= /text>r= ecipvalutri0200400600<= g class=3D"tick" transform=3D"translate(424,0)" style=3D"opacity: 1;">8001,000Top-30 Mo= st Salient Terms1<= /text>
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CPU times: user 13 s, sys: 252 ms, total: 13.2 s
Wall time: 12.9 s
Slide to adjust relevance metric:(2)
= 0= .00.20.40.6= 0.81.0
PC1PC2= Marginal topic distribution2%5%10%123Intertopic Dist= ance Map (via multidimensional scaling)Overall term frequencyEstimated term frequency within the selected topic<= text x=3D"0" y=3D"590" style=3D"dominant-baseline: middle;">1. saliency(ter= m w) =3D frequency(w) * [sum_t p(t | w) * log(p(t | w)/p(t))] for topics t;= see Chuang et. al (2012)2. relevance(term w |= topic t) =3D =CE=BB * p(w | t) + (1 - =CE=BB) * p(w | t)/p(w); see Sievert= & Shirley (2014)<= /rect>valumoneyairfivefryerproductmust<= text x=3D"-5" class=3D"terms" y=3D"142" cursor=3D"pointer" id=3D"ldavis_el5= 91401727060825125108647873-termwork" style=3D"text-anchor: end;">workstarrecip= = inalsabookdamagreceivdefectfourbuydontwarrantifoodmanualphilipcardfriqualitireturnitemusekitchentimeTop-30 Most Salient= Terms(1)= 020= 406080100
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Trigram Frequency
0 easi use easi clean 9
1 good product easi use 5
2 tast good deep fri 3
3 buy health conscious peopl 3
4 good product use regular 2
5 amaz product food lover 2
6 product peopl want consum 2
7 peopl want consum oil 2
8 enjoy cook philip air 2
9 cook philip air fryer 2
10 valu money good health 2
11 tri french fri chicken 2
12 food health conscious product 2
13 easi make french fri 2
14 differ compar deep fri 2
15 chicken fri fish fri 2
16 recommend buy air fryer 2
17 buy air fryer air 2
18 total oil free cook 2
19 product easi use clean 2
20 save lot oil fat 2
21 use everi altern day 2
22 kebab bread roll french 2
23 bread roll french fri 2
24 eat oil free food 2
25 oil free cook good 2
26 good product health conscious 2
27 product health conscious peopl 2
28 amazon prompt deliveri good 2
29 prompt deliveri good pack 2
30 easi use great product 2
31 great product cook healthi 2
32 tast food cook air 2
33 food cook air fryer 2
34 fri chicken french fri 2
35 perfect product healthi life 2
36 food oil good health 2
37 excel product prompt deliveri 2
38 nice product worth buy 2
39 product deliv time good 2
40 good product thank amazon 2
41 heat coil fan temperatur 2
42 coil fan temperatur nob 2
43 fan temperatur nob timer 2
44 temperatur nob timer tray 2
45 nob timer tray pull 2
46 timer tray pull remov 2
47 tray pull remov mechan 2
48 pull remov mechan metal 2
49 remov mechan metal mesh 2
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Trigram Frequency
0 recip book miss box 2
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6 time cooktoo unnecessari electr 1
7 cooktoo unnecessari electr consumpt 1
8 wire short difficult plug 1
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10 difficult plug amaz purchas 1
11 work like microwav bake 1
12 like microwav bake say 1
13 microwav bake say use 1
14 bake say use oil 1
15 product intend guess seller 1
16 intend guess seller misplac 1
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18 seller misplac recip book 1
19 product actual tast proper 1
20 actual tast proper fri 1
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22 proper fri item promis 1
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27 tast expect moreov stop 1
28 expect moreov stop button 1
29 moreov stop button bad 1
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} .js-plotly-plot .plotly .mapboxgl-ctrl-attrib.mapboxgl-compact { min-height= : 20px; padding: 0px; margin: 10px; position: relative; background-color: r= gb(255, 255, 255); border-radius: 3px 12px 12px 3px; } .js-plotly-plot .plotly .mapboxgl-ctrl-attrib.mapboxgl-compact::after { con= tent: ""; cursor: pointer; position: absolute; background-image: url("data:= image/svg+xml;charset=3Dutf-8,%3Csvg viewBox=3D\"0 0 20 20\" xmlns=3D\"http= ://www.w3.org/2000/svg\"%3E %3Cpath fill=3D\"%23333333\" fill-rule=3D\"even= odd\" d=3D\"M4,10a6,6 0 1,0 12,0a6,6 0 1,0 -12,0 M9,7a1,1 0 1,0 2,0a1,1 0 1= ,0 -2,0 M9,10a1,1 0 1,1 2,0l0,3a1,1 0 1,1 -2,0\"/%3E %3C/svg%3E"); backgrou= nd-color: rgba(255, 255, 255, 0.5); width: 24px; height: 24px; box-sizing: = border-box; border-radius: 12px; } .js-plotly-plot .plotly .mapboxgl-ctrl-attrib.mapboxgl-compact:hover { padd= ing: 2px 24px 2px 4px; visibility: visible; margin-top: 6px; } .js-plotly-plot .plotly .mapboxgl-ctrl-attrib.mapboxgl-compact:hover .mapbo= xgl-ctrl-attrib-inner { display: block; 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Trigram Frequency
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1 good product bad servic 2
2 perfect product perfect price 1
3 excel product dont think 1
4 fantast product competit price 1
5 product competit price gadar 1
6 easi use great tast 1
7 use great tast minim 1
8 great tast minim oil 1
9 great product oil requir 1
10 conveni healthi option peopl 1
11 healthi option peopl enjoy 1
12 option peopl enjoy food 1
13 peopl enjoy food option 1
14 size good easi clean 1
15 superl product great price 1
16 good easi use product 1
17 excel air fryer increas 1
18 air fryer increas life 1
19 fryer increas life span 1
20 air fryer healthier today 1
21 excel product proud owner 1
22 product proud owner inalsa 1
23 proud owner inalsa air 1
24 owner inalsa air fryer 1
25 awesom air fryer easi 1
26 air fryer easi use 1
27 fryer easi use job 1
28 great product amaz price 1
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=20 =20
=20 =20
<= /g><= /path>= = <= g class=3D"point">= excel product valu moneygood product bad servicperfect product perfect priceexcel product dont thinkfantast product competit price= product competit price gadarea= si use great tastuse great tast minimgreat tast minim oilgreat product oil requirconveni healthi option peoplhea= lthi option peopl enjoyoption peopl en= joy foodpeopl enjoy food option= size good easi cleansuperl product great pricego= od easi use productexcel air fryer in= creasair fryer increas life<= g class=3D"xtick">fryer increas life spanair fryer healthier todayexcel product proud ownerproduc= t proud owner inalsaproud owner inalsa= airowner inalsa air fryer<= g class=3D"xtick">awesom air fryer easi<= text text-anchor=3D"start" x=3D"0" y=3D"395" data-unformatted=3D"air fryer = easi use" data-math=3D"N" transform=3D"translate(980.12,0) rotate(30,0,389)= " style=3D"font-family: "Open Sans", verdana, arial, sans-serif; = font-size: 12px; fill: rgb(77, 86, 99); fill-opacity: 1; white-space: pre;"= >air fryer easi usefryer easi use jobgreat product amaz priceboon health conscious peopl00.511.52Export to plot.ly =C2=BB
=20
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Negative on Amazon Ai=
rfryer:                                CleanedText  ...                    =
                lemma_neg
166     product box inner thermacol broken  ...     [product, box, inner, t=
hermacol, broken]
225                     poor paint qualiti  ...                       [poor=
, paint, qualiti]
42             decent product littl faulti  ...             [decent, produc=
t, littl, faulti]
62                      poor built qualiti  ...                       [poor=
, built, qualiti]
442                    take long time cook  ...                     [take, =
long, time, cook]
343                     miss warranti card  ...                       [miss=
, warranti, card]
61                    poor qualiti product  ...                     [poor, =
qualiti, product]
142                                satisfi  ...                            =
        [satisfi]
162                                 averag  ...                            =
         [averag]
220                                   good  ...                            =
           [good]
93                         real disappoint  ...                           [=
real, disappoint]
150                   poor qualiti product  ...                     [poor, =
qualiti, product]
99      warranti card instruct manual miss  ...     [warranti, card, instru=
ct, manual, miss]
519                                  worth  ...                            =
          [worth]
524                   delic plastic compon  ...                     [delic,=
 plastic, compon]
107           poor kitchen inalsa airfrier  ...            [poor, kitchen, =
inalsa, airfrier]
33         damag product reciev weak handl  ...        [damag, product, rec=
iev, weak, handl]
301                       money well spent  ...                         [mo=
ney, well, spent]
290                           unabl regist  ...                            =
  [unabl, regist]
233              miss manual warranti card  ...               [miss, manual=
, warranti, card]
248                              worth buy  ...                            =
     [worth, buy]
518                           averag fryer  ...                            =
  [averag, fryer]
273                                    use  ...                            =
            [use]
507                          worst product  ...                            =
 [worst, product]
271                   poor qualiti product  ...                     [poor, =
qualiti, product]
482       poor product qualiti poor servic  ...       [poor, product, quali=
ti, poor, servic]
490                        worst air fryer  ...                          [w=
orst, air, fryer]
369                 worst product dont buy  ...                  [worst, pr=
oduct, dont, buy]
419                        horribl product  ...                           [=
horribl, product]
492                          worst product  ...                            =
 [worst, product]
330                       dont buy serious  ...                         [do=
nt, buy, serious]
321         buy inalsa airfryer wast money  ...         [buy, inalsa, airfr=
yer, wast, money]
284                              worth buy  ...                            =
     [worth, buy]
240                 abl return broken piec  ...                  [abl, retu=
rn, broken, piec]
256                                    bad  ...                            =
            [bad]
486                          worst product  ...                            =
 [worst, product]
43                    genuin worst product  ...                     [genuin=
, worst, product]
48                 pathet air fryer inalsa  ...                 [pathet, ai=
r, fryer, inalsa]
1        low qualiti pathet custom support  ...      [low, qualiti, pathet,=
 custom, support]
174                            worst brand  ...                            =
   [worst, brand]
208                         horribl experi  ...                            =
[horribl, experi]
169                    wast chines product  ...                       [wast=
, chine, product]
217                           poor qualiti  ...                            =
  [poor, qualiti]
549                      bad custom servic  ...                        [bad=
, custom, servic]
78                             bad qualiti  ...                            =
   [bad, qualiti]
387                            bad product  ...                            =
   [bad, product]
551                             wast money  ...                            =
    [wast, money]
70   disappoint product ever bought amazon  ...  [disappoint, product, ever=
, bought, amazon]
404                              complaint  ...                            =
      [complaint]
405                      useless seem fake  ...                        [use=
less, seem, fake]
73        stop work use miss item list box  ...     [stop, work, use, miss,=
 item, list, box]
15                           worst product  ...                            =
 [worst, product]
24                            worst experi  ...                            =
  [worst, experi]
27       worst servic poor qualiti product  ...      [worst, servic, poor, =
qualiti, product]
116             poor product servic amazon  ...              [poor, product=
, servic, amazon]

[55 rows x 5 columns]
Trigram Frequency
0 product box inner thermacol 1
1 box inner thermacol broken 1
2 decent product littl faulti 1
3 warranti card instruct manual 1
4 card instruct manual miss 1
5 poor kitchen inalsa airfrier 1
6 damag product reciev weak 1
7 product reciev weak handl 1
8 miss manual warranti card 1
9 poor product qualiti poor 1
10 product qualiti poor servic 1
11 worst product dont buy 1
12 buy inalsa airfryer wast 1
13 inalsa airfryer wast money 1
14 abl return broken piec 1
15 pathet air fryer inalsa 1
16 low qualiti pathet custom 1
17 qualiti pathet custom support 1
18 disappoint product bought amazon 1
19 stop work use miss 1
20 work use miss item 1
21 use miss item list 1
22 miss item list box 1
23 worst servic poor qualiti 1
24 servic poor qualiti product 1
25 poor product servic amazon 1
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.dataframe tbody tr th:only-of-type { vertical-align: middle; } .dataframe tbody tr th { vertical-align: top; } .dataframe thead th { text-align: right; } ------MultipartBoundary--VnmxKC5aBZ8rfWq9DfowEo2UCPRtGHCKH3DiKJcLwy---- Content-Type: text/html Content-ID: Content-Transfer-Encoding: quoted-printable Content-Location: https://b1q7sfkjhd-496ff2e9c6d22116-0-colab.googleusercontent.com/outputframe.html?vrz=colab-20210507-060057-RC00_372525719
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Slide to adjust relevance metric:(2)
= 0= .00.20.40.6= 0.81.0
PC1PC2= Marginal topic distribtion2%5%10%123Intertopic Dista= nce Map (via multidimensional scaling)= Overall term frequencyEstimated term frequency within the selected topic<= text x=3D"0" y=3D"590" style=3D"dominant-baseline: middle;">1. saliency(ter= m w) =3D frequency(w) * [sum_t p(t | w) * log(p(t | w)/p(t))] for topics t;= see Chuang et. al (2012)2. relevance(term w |= topic t) =3D =CE=BB * p(w | t) + (1 - =CE=BB) * p(w | t)/p(w); see Sievert= & Shirley (2014)<= rect class=3D"bar-totals" x=3D"0" y=3D"151" height=3D"25" width=3D"0" opaci= ty=3D"0.4" style=3D"fill: rgb(31, 119, 180);">uptoexpectsatisfitakelongcookexperiworsttimemuchele= ctrlotwastconsumpttotalcooktoomoneytakTop-18 Most Salient Terms= 1=
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absolute; top: 0px; width: 24px; } .recaptcha-checkbox-spinner { background-color: rgb(249, 249, 249); border-= width: 6px; border-style: solid; border-color: rgb(77, 144, 254) rgb(77, 14= 4, 254) transparent transparent; border-image: initial; border-radius: 36px= ; height: 36px; left: -4px; outline: 0px; position: absolute; top: -4px; wi= dth: 36px; box-sizing: border-box; opacity: 0; animation: 2.5s linear 0s in= finite normal none paused spinner-spin; transition-duration: 1s; } @keyframes spinner-spin {=20 0% { transform: rotateZ(0deg); } 10% { transform: rotateZ(135deg); } 25% { transform: rotateZ(245deg); } 60% { transform: rotateZ(700deg); } 75% { transform: rotateZ(810deg); } 100% { transform: rotateZ(1080deg); } } .recaptcha-checkbox-spinner-overlay { content: ""; position: absolute; top:= -7px; left: -7px; width: 38px; height: 19px; background-color: rgb(249, 24= 9, 249); animation: 1s linear 0s 1 normal none paused overlay-spin; transfo= rm-origin: center bottom; border-radius: 38px 38px 0px 0px; transform: rota= teZ(45deg); opacity: 0; } @keyframes overlay-spin {=20 0% { opacity: 1; transform: rotateZ(45deg); } 100% { opacity: 1; transform: rotateZ(225deg); } } .recaptcha-checkbox-checkmark { background-image: url("data:image/png;base6= 4,iVBORw0KGgoAAAANSUhEUgAAACYAAATsCAYAAADsAfBvAAAABmJLR0QA/wD/AP+gvaeTAAAAC= XBIWXMAAABIAAAASABGyWs+AAAACXZwQWcAAAAmAAAE7AAx5U8eAAAGSElEQVR42u3dMWicZQDG= 8dRo0FIrgqFFVCxWQaFD6VDnqiBCJ3NK1UVQsaOQQsAiKIoF7eLSwfLh0lXaKmZTEBQLgkNXRxH= UqUvX+l6+7/guSQOXL5fLk9zvB++iwz0kl1zeP+llZgYAAAAAAGBHVb3T5TycNuqFcp5KG3VPOc= 94ygAAAADRqt7Zcs6ljXqrnH/LeTppVL/2XCvnmKcNAAAAEKuuPZ+ljerXnjvNOZ8yql97fm1G3= cqqPlXvoXJ+KOek5zQAAABMt11Qe74oZ1/CqOHaMziXUsb1a88va8a9kfLp3F/Oj82oyxkfsdXj= Pihn1ncDAAAA9ga1Z/RRu672fJPRMFbXnsG5Us59KeO+WzPuejlzCePmyrk6NOz3cg6mfJXONp/= Gm+XMp30Lmc17PzIAAIAJ3orUnlFHqT1dx6k9XcetrT39s1zOws4/79racyfvi6Ied/ku4xYTPq= 37mo/SYNTPK1/BQd+ALzRfsfsTX7LmZgAAgBF+dFZ7Rh21h2pP1ft85VM/oXGj1Z76jjn4/xMdt= 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.recaptcha-checkbox-nodatauri.recaptcha-checkbox-checkmark { background-ima= ge: url("https://www.gstatic.com/recaptcha/api2/checkmark_sprite.png"); } .recaptcha-checkbox-hover .recaptcha-checkbox-border, .recaptcha-checkbox-h= over .recaptcha-checkbox-spinner-gif { box-shadow: rgba(0, 0, 0, 0.1) 0px 1= px 1px inset; border: 2px solid rgb(178, 178, 178); } .recaptcha-checkbox-focused .recaptcha-checkbox-border, .recaptcha-checkbox= -focused .recaptcha-checkbox-spinner-gif { border: 2px solid rgb(77, 144, 2= 54); } .recaptcha-checkbox-active .recaptcha-checkbox-border, .recaptcha-checkbox-= active .recaptcha-checkbox-spinner-gif { background-color: rgb(235, 235, 23= 5); } .recaptcha-checkbox-disabled .recaptcha-checkbox-border, .recaptcha-checkbo= x-disabled .recaptcha-checkbox-spinner-gif { background-color: rgb(241, 241= , 241); } .recaptcha-checkbox-loading .recaptcha-checkbox-spinner-gif { background-im= age: url("https://www.gstatic.com/recaptcha/api2/loading.gif"); } .recaptcha-checkbox-checked .recaptcha-checkbox-border, .recaptcha-checkbox= -checked .recaptcha-checkbox-spinner-gif { visibility: hidden; } .recaptcha-checkbox-checked .recaptcha-checkbox-checkmark { background-posi= tion: 0px -600px; } .recaptcha-checkbox-expired .recaptcha-checkbox-border, .recaptcha-checkbox= -expired .recaptcha-checkbox-spinner-gif { border: 2px solid rgb(255, 0, 0)= ; } .recaptcha-checkbox-clearOutline.recaptcha-checkbox-focused .recaptcha-chec= kbox-border, .recaptcha-checkbox-clearOutline.recaptcha-checkbox-focused .r= ecaptcha-checkbox-spinner-gif { border: 2px solid rgb(193, 193, 193); } body { margin: 0px; } .rc-anchor { border-radius: 3px; box-shadow: rgba(0, 0, 0, 0.08) 0px 0px 4p= x 1px; } .rc-anchor-normal { height: 74px; width: 300px; } .rc-anchor-compact { height: 136px; width: 156px; } .rc-anchor-dark { background: rgb(34, 34, 34); color: rgb(255, 255, 255); } .rc-anchor-dark.rc-anchor-normal { border: 1px solid rgb(82, 82, 82); } .rc-anchor-dark.rc-anchor-compact { border: 1px solid rgb(82, 82, 82); } .rc-anchor-light { background: rgb(249, 249, 249); color: rgb(0, 0, 0); } .rc-anchor-light.rc-anchor-normal { border: 1px solid rgb(211, 211, 211); } .rc-anchor-light.rc-anchor-compact { border: 1px solid rgb(211, 211, 211); = } .rc-inline-block { display: inline-block; height: 100%; } .rc-anchor-center-container { display: table; height: 100%; } .rc-anchor-center-item { display: table-cell; vertical-align: middle; } .rc-anchor-content { display: inline-block; position: relative; } .rc-anchor-normal .rc-anchor-content { height: 74px; width: 206px; } .rc-anchor-compact .rc-anchor-content { height: 85px; } .rc-anchor-error-message { color: rgb(255, 0, 0); font-family: Roboto, helv= etica, arial, sans-serif; font-size: 14px; font-weight: 400; line-height: 1= 6px; padding: 0px 10px; } .rc-anchor-checkbox { margin: 0px 12px 2px; } .rc-anchor-checkbox-label { font-family: Roboto, helvetica, arial, sans-ser= if; font-size: 14px; font-weight: 400; line-height: 17px; } .rc-anchor-normal .rc-anchor-checkbox-label { width: 152px; } .rc-anchor-compact .rc-anchor-checkbox-label { width: 95px; } .rc-anchor-error-msg-container { color: rgb(255, 0, 0); font-family: Roboto= , helvetica, arial, sans-serif; font-size: 12px; font-weight: 400; left: 0p= x; line-height: 14px; margin: 2px; position: absolute; top: 0px; } .rc-anchor-normal.rc-anchor-error .rc-anchor-error-msg-container { width: 2= 40px; } .rc-anchor-normal.rc-anchor-error .rc-anchor-content { margin-top: 10px; } .rc-anchor-compact.rc-anchor-error .rc-anchor-content { margin-top: 25px; } .rc-anchor-normal-footer { display: inline-block; height: 74px; vertical-al= ign: top; width: 70px; } .rc-anchor-compact-footer { margin: 0px 12px; text-align: center; width: 13= 6px; } .rc-anchor-logo-img { background: url("https://www.gstatic.com/recaptcha/ap= i2/logo_48.png") no-repeat; } .rc-anchor-logo-img-ie8 { } .rc-anchor-logo-text { cursor: default; font-family: Roboto, helvetica, ari= al, sans-serif; font-size: 10px; font-weight: 400; line-height: 10px; margi= n-top: 5px; text-align: center; } .rc-anchor-light .rc-anchor-logo-text, .rc-anchor-light div a:link, .rc-anc= hor-light div a:visited { color: rgb(85, 85, 85); } .rc-anchor-dark .rc-anchor-logo-text, .rc-anchor-dark div a:link, .rc-ancho= r-dark div a:visited { color: rgb(245, 245, 245); } .rc-anchor-logo-portrait { margin: 10px 0px 0px 26px; width: 58px; user-sel= ect: none; } .rc-anchor-logo-img-portrait { background-size: 32px; height: 32px; margin:= 0px 13px; width: 32px; } .rc-anchor-logo-landscape { user-select: none; } .rc-anchor-logo-img-landscape { background-size: 24px; display: inline-bloc= k; height: 24px; width: 24px; } .rc-anchor-logo-landscape-text-holder { display: inline-block; height: 24px= ; margin: 0px 2px; width: 54px; } .rc-anchor-normal .rc-anchor-pt, .rc-anchor-invisible .rc-anchor-pt, .rc-an= chor-compact .rc-anchor-pt { font-family: Roboto, helvetica, arial, sans-se= rif; font-size: 8px; font-weight: 400; } .rc-anchor-pt { background-image: url("data:image/png;base64,iVBORw0KGgBUHY= caWxgb2kea3QBAVj6bWWvBYMFABTMVZWNFTmwtBIwMCbGFkRatlX3RFtEYBqHNlcUGoIuldvHSw= b3oBbBgbamfedGlb2ABvGkBHHvOBV0Q0GJxUgIoePgBYSN0oc0ItSrl62aMcQBHSttMWjUTGyfa= 3VwmIxnBY1uxEuYiY/9CE/VlLBSyVP+qcCgBc2bKeWczyGllBsAhLiFttQBGznnub9dN0RyBbGy= +YJbkbjABdWjaSGNlRPsQtFFidF1y6QB4GFys3EBqgBZMZwYCoJFm8BQ0D1qwlyBFOdBNEqhcVB= xShk5YgIyBaKvfjnYYBYjlTzmiUBaGAeGmVJbvKZdZ4xTQBsChNZWULA3RkB7Snx3sxRE0jFUQB= zZ9mZ3JyvWwBd5gyamABb1C6TYnR1k5kRHYBUWggtmUBaSNAIBkQd2YBXfJs916lfVxdfBKAF+b= BqT8rqDsF0pCCbsFXmQ0ankJb9hmOK/1aXB1c3i7msV95aVYZ/dXrkIMD4WHmBG/TBZWV13F/0c= 1ezuwBdNIFBIV80nmdvBVbY9nCo3HKFnaDIBQ2giPFyD8QB6D0mZylyZ7dtIDYBa66+ZFNvBU2T= T8nRsfHs3b/W7NVg1Wd0BXW4mdTOuuiB2BbhNvOABZyJJUlhwUW97KJMgUjJhdA0"); } .rc-anchor-pt a { display: inline; padding: 2px 1px; text-decoration: none;= } .rc-anchor-pt a:hover { text-decoration: underline; } .rc-anchor-normal .rc-anchor-pt { margin: 2px 11px 0px 0px; padding-right: = 2px; position: absolute; right: 0px; text-align: right; width: 276px; } .rc-anchor-compact .rc-anchor-pt { margin: 0px 0px 2px; width: 132px; } .rc-anchor-aria-status { display: none; } #rc-anchor-alert, .rc-anchor-alert { color: red; font-size: 9px; margin: 2p= x; position: absolute; top: 0px; } #rc-anchor-over-quota { bottom: 0px; color: rgb(85, 85, 85); font-family: R= oboto, helvetica, arial, sans-serif; font-size: 9px; padding: 4px; position= : absolute; width: 170px; display: flex; align-items: center; height: 20px;= } .rc-anchor-compact .rc-anchor-content #rc-anchor-over-quota { width: 148px;= } .rc-anchor-normal .rc-anchor-pt.rc-anchor-over-quota-pt { width: 130px; } .rc-anchor-logo-portrait.rc-anchor-over-quota-logo { margin-top: 6px; } #rc-anchor-invisible-over-quota { font-size: 9px; line-height: initial; } #rc-anchor-invisible-over-quota a { color: white; } .rc-anchor-invisible { height: 60px; width: 256px; display: flex; } .rc-anchor-invisible-text { background: rgb(74, 144, 226); color: white; di= splay: flex; flex-basis: 166px; flex-direction: column; flex-grow: 1; font-= family: Roboto, helvetica, arial, sans-serif; font-size: 13px; font-weight:= 400; height: 100%; justify-content: center; line-height: 20px; padding: 0p= x 16px; white-space: nowrap; } .rc-anchor-invisible-text.smalltext { font-size: 12px; padding: 0px 10px; l= ine-height: 16px; white-space: normal; } .rc-anchor-invisible-text.smalltext .rc-anchor-pt { line-height: 12px; whit= e-space: normal; } .rc-anchor-invisible-text.smalltext .rc-anchor-pt a:link { font-size: 9px; = } .rc-anchor-normal-footer.smalltext .rc-anchor-pt { font-size: 5px; line-hei= ght: 6px; } .rc-anchor-invisible-text strong { font-weight: 500; } .rc-anchor-invisible .rc-anchor-normal-footer .rc-anchor-pt { transition: o= pacity 0.3s ease 0s; text-align: center; width: 70px; margin-top: 2px; } .rc-anchor-logo-img-large { transition: all 0.3s ease 0s; background-size: = 40px; margin: 5px 15px 0px; height: 40px; width: 40px; } .rc-anchor-invisible-nohover .rc-anchor-logo-img-large, .rc-anchor-invisibl= e-hover:hover .rc-anchor-logo-img-large { background-size: 44px; margin: 8p= x 13px 0px; height: 44px; width: 44px; } .rc-anchor-invisible-nohover .rc-anchor-normal-footer .rc-anchor-pt, .rc-an= chor-invisible-hover:hover .rc-anchor-normal-footer .rc-anchor-pt { opacity= : 0; } .rc-anchor-invisible-nohover .rc-anchor-invisible-text .rc-anchor-pt, .rc-a= nchor-invisible-hover:hover .rc-anchor-invisible-text .rc-anchor-pt { opaci= ty: 1; } .rc-anchor-invisible-text .rc-anchor-pt { transition: opacity 0.3s ease 0s;= } .rc-anchor-invisible-text .rc-anchor-pt a:link, .rc-anchor-invisible-text .= rc-anchor-pt a:visited { color: white; font-size: 10px; } .rc-button-default { background: rgb(74, 144, 226); border: 0px; border-rad= ius: 2px; color: rgb(255, 255, 255); cursor: pointer; font-family: Roboto, = helvetica, arial, sans-serif; font-size: 14px; font-weight: 500; height: 42= px; line-height: 42px; min-width: 100px; padding: 0px 10px; text-align: cen= ter; text-transform: uppercase; transition: all 0.5s ease 0s; } .rc-button-default:focus { outline: 0px; box-shadow: rgb(24, 90, 188) 0px 0= px 0px 2pt; } .rc-button-default-hover { } .rc-button-default-disabled { background: rgba(73, 143, 225, 0.5); cursor: = default; } .rc-button-red { background: rgb(226, 74, 74); } .rc-button-default-disabled.rc-button-red { background: rgba(226, 74, 74, 0= .49); } body { margin: 0px; } .rc-imageselect-instructions strong { font-weight: 900; display: block; fon= t-size: 28px; } .rc-footer { font-family: Roboto, helvetica, arial, sans-serif; position: r= elative; width: 100%; } .rc-separator { border-top: 1px solid rgb(223, 223, 223); margin-bottom: 1p= x; } .rc-controls { width: 100%; } .primary-controls { height: 60px; } .rc-buttons { float: left; height: 48px; margin: 6px 0px 6px 6px; backgroun= d-repeat: no-repeat; } .fake-focus { height: 0px; opacity: 0; width: 0px; } .button-holder { float: left; height: 48px; } .rc-button-reload { background: url("https://www.gstatic.com/recaptcha/api2= /refresh_2x.png"); } @media screen and (forced-colors: active) and (prefers-color-scheme: dark) = { .rc-button-reload { background: url("https://www.gstatic.com/recaptcha/ap= i2/refresh_white_2x.png"); } } .rc-button-reload-on-dark { background: url("https://www.gstatic.com/recapt= cha/api2/refresh_white_2x.png"); } .rc-button-audio { background: url("https://www.gstatic.com/recaptcha/api2/= audio_2x.png"); } @media screen and (forced-colors: active) and (prefers-color-scheme: dark) = { .rc-button-audio { background: url("https://www.gstatic.com/recaptcha/api= 2/audio_white_2x.png"); } } .rc-button-audio-on-dark { background: url("https://www.gstatic.com/recaptc= ha/api2/audio_white_2x.png"); } .rc-button-image { background: url("https://www.gstatic.com/recaptcha/api2/= image_2x.png"); } @media screen and (forced-colors: active) and (prefers-color-scheme: dark) = { .rc-button-image { background: url("https://www.gstatic.com/recaptcha/api= 2/image_white_2x.png"); } } .rc-button-image-on-dark { background: url("https://www.gstatic.com/recaptc= ha/api2/image_white_2x.png"); } .rc-button-help { background: url("https://www.gstatic.com/recaptcha/api2/i= nfo_2x.png"); } @media screen and (forced-colors: active) and (prefers-color-scheme: dark) = { .rc-button-help { background: url("https://www.gstatic.com/recaptcha/api2= /info_white_2x.png"); } } .rc-button-help-on-dark { background: url("https://www.gstatic.com/recaptch= a/api2/info_white_2x.png"); } .rc-button-undo { background: url("https://www.gstatic.com/recaptcha/api2/u= ndo_2x.png"); } @media screen and (forced-colors: active) and (prefers-color-scheme: dark) = { .rc-button-undo { background: url("https://www.gstatic.com/recaptcha/api2= /undo_white_2x.png"); } } .rc-button-undo-on-dark { background: url("https://www.gstatic.com/recaptch= a/api2/undo_white_2x.png"); } .rc-button { background-size: 32px 32px; cursor: pointer; height: 48px; opa= city: 0.55; width: 48px; padding: 0px; border: 0px; background-repeat: no-r= epeat; background-position: center center; } .rc-button:focus, .rc-button:hover { opacity: 0.8; } .verify-button-holder { float: right; margin: 8px 8px 9px 0px; } .rc-challenge-help { font-family: Roboto, helvetica, arial, sans-serif; fon= t-size: 12px; font-weight: 400; overflow-y: scroll; padding: 5px 20px; } .reload-icon { height: 16px; width: 16px; } .apps-toast { position: relative; text-align: center; width: 100%; z-index:= 101; } .apps-toast-content { background: rgb(50, 50, 50); border-radius: 2px; box-= shadow: rgba(0, 0, 0, 0.14) 0px 6px 10px, rgba(0, 0, 0, 0.12) 0px 1px 18px,= rgba(0, 0, 0, 0.4) 0px 3px 5px -1px; color: rgb(238, 238, 238); display: i= nline-block; font: 12px / 20px Roboto, helvetica, arial, sans-serif; paddin= g: 14px; text-align: center; } .rc-audiochallenge-response-field { margin: 7px; text-align: center; } .rc-audiochallenge-response-field .rc-response-input-field { width: 220px; = } .rc-audiochallenge-error-message { color: rgb(255, 27, 27); font-family: Ro= boto, helvetica, arial, sans-serif; font-size: 14px; font-weight: 400; marg= in: 20px 20px 0px; } .rc-audiochallenge-instructions { font-family: Roboto, helvetica, arial, sa= ns-serif; font-size: 14px; font-weight: 400; margin: 15px 20px; } .rc-audiochallenge-play-button { margin: 0px 20px; } .rc-audiochallenge-play-button .rc-button-default { background: rgb(216, 21= 6, 216); color: rgb(0, 0, 0); font-weight: 500; width: 100%; } .rc-audiochallenge-control audio { height: 30px; width: 240px; } .rc-audiochallenge-tdownload { margin: 5px 20px; text-align: center; } .rc-audiochallenge-tdownload-link { background-image: url("https://www.gsta= tic.com/recaptcha/api2/download.png"); background-repeat: no-repeat; backgr= ound-size: 36px; color: transparent; display: inline-block; height: 36px; o= pacity: 0.55; overflow: hidden; width: 36px; } @media screen and (forced-colors: active) and (prefers-color-scheme: dark) = { .rc-audiochallenge-tdownload-link { background-image: url("https://www.gs= tatic.com/recaptcha/api2/download_white.png"); background-repeat: no-repeat= ; background-size: 36px; color: transparent; display: inline-block; height:= 36px; opacity: 0.55; overflow: hidden; width: 36px; } } .rc-audiochallenge-tdownload-link-on-dark { background-image: url("https://= www.gstatic.com/recaptcha/api2/download_white.png"); background-repeat: no-= repeat; background-size: 36px; color: transparent; display: inline-block; h= eight: 36px; opacity: 0.55; overflow: hidden; width: 36px; } .rc-audiochallenge-tdownload-link:focus, .rc-audiochallenge-tdownload-link:= hover { opacity: 0.8; } .rc-audiochallenge-tdownload-link-on-dark:focus, .rc-audiochallenge-tdownlo= ad-link-on-dark:hover { opacity: 0.8; } .fake-focus-audio { height: 0px; opacity: 0; width: 0px; } .rc-canvas-image { display: none; } .rc-canvas-canvas { cursor: pointer; } .goog-container:focus { outline: none; } .rc-defaultchallenge-response-field { margin: 7px; text-align: center; } .rc-defaultchallenge-response-field .rc-response-input-field { width: 230px= ; } .rc-defaultchallenge-payload { border: none; font-family: Roboto, helvetica= , arial, sans-serif; font-size: 14px; font-weight: 400; min-height: 61px; t= ext-align: center; } .rc-defaultchallenge-incorrect-response { color: rgb(255, 27, 27); font-fam= ily: Roboto, helvetica, arial, sans-serif; font-size: 12px; font-weight: 40= 0; line-height: 14px; margin-left: 20px; } .rc-doscaptcha-header { padding: 10px; margin: 10px; height: 20%; backgroun= d-color: rgb(74, 144, 226); } .rc-doscaptcha-header-text { font-family: Roboto, helvetica, arial, sans-se= rif; font-size: 22px; font-weight: 400; text-align: center; color: white; } .rc-doscaptcha-body { height: 80%; } .rc-doscaptcha-body-text { font-family: Roboto, helvetica, arial, sans-seri= f; font-size: 16px; font-weight: 400; padding: 10px 15px; } .rc-doscaptcha-footer { pointer-events: none; } .goog-container:focus { outline: none; } #rc-imageselect { min-width: 240px; font-family: Roboto, helvetica, arial, = sans-serif; background-color: rgb(255, 255, 255); } #rc-imageselect .rc-button:focus { outline: none; } .rc-imageselect-desc { margin-left: -10px; margin-top: -10px; padding-right= : 100px; position: relative; } .rc-imageselect-instructions .rc-imageselect-desc strong { font-size: 22px;= } .rc-imageselect-desc span { display: block; } .rc-imageselect-desc-no-canonical { position: relative; } .rc-imageselect-desc-no-canonical span { display: block; } .rc-imageselect-payload { min-width: 240px; margin: 0px 7px; padding: 7px 0= px; } .rc-imageselect-challenge { position: relative; width: 100%; height: 100%; = } .rc-footer { min-width: 240px; } .rc-imageselect-incorrect-response, .rc-imageselect-error-dynamic-more, .rc= -imageselect-error-select-more, .rc-imageselect-error-select-something { co= lor: rgb(209, 72, 54); font-size: 14px; padding: 7px 0px; text-align: cente= r; width: 100%; background-color: white; } .rc-imageselect-desc-wrapper { margin-bottom: 6px; } .rc-imageselect-checkbox { background: url("data:image/png;base64,iVBORw0KG= goAAAANSUhEUgAAACAAAAAgCAYAAABzenr0AAAKQWlDQ1BJQ0MgUHJvZmlsZQAASA2dlndUU9kW= h8+9N73QEiIgJfQaegkg0jtIFQRRiUmAUAKGhCZ2RAVGFBEpVmRUwAFHhyJjRRQLg4Ji1wnyEFD= GwVFEReXdjGsJ7601896a/cdZ39nnt9fZZ+9917oAUPyCBMJ0WAGANKFYFO7rwVwSE8vE9wIYEA= EOWAHA4WZmBEf4RALU/L09mZmoSMaz9u4ugGS72yy/UCZz1v9/kSI3QyQGAApF1TY8fiYX5QKUU= 7PFGTL/BMr0lSkyhjEyFqEJoqwi48SvbPan5iu7yZiXJuShGlnOGbw0noy7UN6aJeGjjAShXJgl= 4GejfAdlvVRJmgDl9yjT0/icTAAwFJlfzOcmoWyJMkUUGe6J8gIACJTEObxyDov5OWieAHimZ+S= KBIlJYqYR15hp5ejIZvrxs1P5YjErlMNN4Yh4TM/0tAyOMBeAr2+WRQElWW2ZaJHtrRzt7VnW5m= j5v9nfHn5T/T3IevtV8Sbsz55BjJ5Z32zsrC+9FgD2JFqbHbO+lVUAtG0GQOXhrE/vIADyBQC03= pzzHoZsXpLE4gwnC4vs7GxzAZ9rLivoN/ufgm/Kv4Y595nL7vtWO6YXP4EjSRUzZUXlpqemS0TM= 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.rc-imageselect-table-42, .rc-imageselect-table-33, .rc-imageselect-table-4= 4 { border-collapse: separate; border-spacing: 0px; width: 100%; height: 10= 0%; transition: all 1s ease 0s; } .rc-imageselect-table-42 { margin: -2px; } .rc-imageselect-table-33 { margin: -2px; } .rc-imageselect-table-44 { margin: -1px; } .rc-imageselect-table-42 td { padding: 2px; } .rc-imageselect-table-33 td { padding: 2px; } .rc-imageselect-table-44 td { padding: 1px; } .rc-image-tile-target tr, td { margin: 0px; } .rc-imageselect-keyboard { position: relative; z-index: 100; outline: orang= e solid !important; } td:focus { outline: none; } .rc-image-tile-overlay { display: none; opacity: 0; position: absolute; bac= kground-color: rgb(74, 144, 226); width: 100%; height: 100%; z-index: 2; tr= ansition: opacity 1s cubic-bezier(0.49, 0.78, 0.46, 1.34) 0s; } .rc-image-followup-tile { display: block; } .rc-imageselect-dynamic-selected { position: relative; transition: all 2s e= ase 0s; opacity: 0.01; } .rc-imageselect-dynamic-selected .rc-image-tile-target { opacity: 1; } .rc-imageselect-dynamic-selected .rc-imageselect-checkbox { display: block;= opacity: 1; background-size: cover; width: 60px; height: 60px; left: 50%; = top: 50%; margin-left: -30px; margin-top: -30px; } .rc-image-tile-target { -webkit-tap-highlight-color: rgba(0, 0, 0, 0); posi= tion: relative; } .rc-imageselect-tileselected { position: relative; } .rc-imageselect-tileselected .rc-image-tile-wrapper { transform: scale(0.8)= ; } .rc-image-tile-wrapper { transform: scale(1); } .rc-imageselect-tileselected .rc-imageselect-checkbox { display: block; bac= kground-repeat: no-repeat; inset: 0px; } .rc-imageselect-candidates { border: 2px solid white; box-sizing: border-bo= x; height: 94px; overflow: hidden; position: absolute; right: 7px; top: 7px= ; width: 112px; } .rc-imageselect-candidates > div { background-size: 112px 94px; display: in= line-block; height: 94px; margin: 2px; position: relative; width: 112px; } .rc-imageselect-challenge { box-sizing: border-box; text-align: center; use= r-select: none; } .rc-imageselect-target > div:hover { } .rc-imageselect-response-field-error { border-bottom: 1px solid rgb(255, 0,= 0); } .rc-imageselect-desc { font-size: 16px; } .rc-imageselect-desc-wrapper span { font-size: 14px; } .rc-imageselect-clear { clear: both; } .rc-image-tile-wrapper { overflow: hidden; position: relative; transition: = all 0.1s ease 0s; } .rc-image-tile-wrapper img { position: relative; -webkit-user-drag: none; b= ackface-visibility: hidden; } .rc-image-tile-11 { width: 100%; height: 100%; } .rc-image-tile-42 { width: 200%; height: 400%; } .rc-image-tile-33 { width: 300%; height: 300%; } .rc-image-tile-44 { width: 400%; height: 400%; } .rc-imageselect-instructions { height: 113px; width: 100%; margin-bottom: 7= px; position: relative; } .rc-imageselect-desc-wrapper { background-color: rgb(74, 144, 226); positio= n: relative; padding: 24px; color: white; height: 66px; font-size: 16px; } .rc-imageselect-progress { background-color: rgb(65, 124, 193); position: a= bsolute; bottom: 0px; right: 0px; width: 0px; height: 15px; transition: all= 1s ease 0s; } .rc-imageselect-carousel-offscreen-right { left: 105%; position: absolute; = transition: all 0.5s ease 0s; } .rc-imageselect-carousel-entering-right { left: 0%; position: absolute; tra= nsition: all 0.5s ease 0s; } .rc-imageselect-carousel-mock-margin-1 { top: 1px; } .rc-imageselect-carousel-mock-margin-2 { top: 2px; } .rc-imageselect-carousel-leaving-left { left: 0%; opacity: 0.5; position: r= elative; transition: all 0.5s ease 0s; } .rc-imageselect-carousel-offscreen-left { left: -105%; opacity: 0.5; positi= on: relative; transition: all 0.5s ease 0s; } .rc-imageselect-carousel-instructions { transition: all 0.2s ease 0s; opaci= ty: 1; } .rc-imageselect-carousel-instructions-hidden { opacity: 0.5; } .rc-canonical-stop-sign { background: url("https://www.gstatic.com/recaptch= a/api2/stop_sign.jpg") no-repeat; } .rc-canonical-speed-limit { background: url("https://www.gstatic.com/recapt= cha/api2/canonical_speed_limit.png") no-repeat; } .rc-canonical-street-name { background: url("https://www.gstatic.com/recapt= cha/api2/canonical_street_name.png") no-repeat; } .rc-canonical-other { background: url("https://www.gstatic.com/recaptcha/ap= i2/canonical_other.png") no-repeat; } .rc-canonical-bounding-box { background: url("https://www.gstatic.com/recap= tcha/api2/boundingbox2.gif") no-repeat; } .rc-canonical-car { background: url("https://www.gstatic.com/recaptcha/api2= /canonical_car.png") no-repeat; } .rc-canonical-road { background: url("https://www.gstatic.com/recaptcha/api= 2/canonical_road.png") no-repeat; } .rc-canonical-bridge { background: url("https://www.gstatic.com/recaptcha/a= pi2/canonical_bridge.png") no-repeat; } .rc-prepositional-payload { padding: 20px; font-family: Roboto, helvetica, = arial, sans-serif; font-size: 14px; font-weight: 400; } .rc-prepositional-select-more, .rc-prepositional-verify-failed { color: rgb= (255, 27, 27); font-family: Roboto, helvetica, arial, sans-serif; font-size= : 14px; font-weight: 400; margin: 20px 20px 0px; } .rc-prepositional-target label { margin: 5px; float: right; } .rc-prepositional-instructions { margin-bottom: 20px; } .rc-prepositional-table { width: 100%; } .rc-prepositional-table td { background: rgb(249, 249, 249); border: 1px so= lid rgb(255, 255, 255); color: rgb(0, 0, 0); cursor: pointer; font-family: = Roboto, helvetica, arial, sans-serif; font-size: 14px; font-weight: 400; wi= dth: 40%; padding: 15px; } .rc-prepositional-table td.rc-prepositional-selected { background: rgb(239,= 239, 239); border: 1px solid rgb(101, 101, 101); } .rc-2fa-payload { font-family: Roboto, Helvetica, Arial, sans-serif; font-w= eight: 400; font-size: 14px; color: rgb(32, 33, 36); text-align: center; } .rc-2fa-background { background-color: rgb(236, 236, 236); width: 100%; hei= ght: 100%; overflow: auto; } .rc-2fa-container { background-color: rgb(255, 255, 255); width: 328px; ove= rflow: auto; margin: 100px auto; } .rc-2fa-header { margin: 36px 0px 24px; font-size: 16px; } .rc-2fa-instructions { margin: 24px 40px; line-height: 17.5px; } .rc-2fa-response-field { text-align: center; } .rc-2fa-response-field input { width: 11.2ch; height: 40px; line-height: 40= px; margin: auto; border: 1px solid rgb(151, 151, 151); font-size: 20px; le= tter-spacing: 0.8ch; padding-left: 1.2ch; padding-right: 0px; } .rc-2fa-response-field input:focus { border: 1px solid rgb(24, 90, 188); } .rc-2fa-response-field-error input { border: 1px solid rgb(217, 48, 37); } .rc-2fa-response-field-error input:focus { border: 1px solid rgb(217, 48, 3= 7); } .rc-2fa-error-message { height: 36px; font-size: 12px; color: rgb(217, 48, = 37); margin: 2px 40px; } .rc-2fa-submit-button-holder button { margin: 0px auto; min-width: 100px; h= eight: 36px; line-height: 36px; text-transform: uppercase; text-align: cent= er; font-weight: 500; letter-spacing: 1.25px; border-radius: 4px; backgroun= d-color: rgb(24, 90, 188); border: 1px solid rgb(24, 90, 188); color: rgb(2= 55, 255, 255); } .rc-2fa-submit-button-holder button:disabled { background-color: white; bor= der: 1px solid rgb(151, 151, 151); color: rgba(0, 0, 0, 0.38); } .rc-2fa-cancel-button-holder button { margin: 20px auto; min-width: 100px; = height: 36px; line-height: 36px; text-transform: uppercase; text-align: cen= ter; font-weight: 500; letter-spacing: 1.25px; border-radius: 4px; backgrou= nd: none; border: none; color: rgb(24, 90, 188); } .rc-2fa-cancel-button-holder button:active { border: none; } .rc-response-input-field { border: 1px solid rgb(223, 223, 223); border-rad= ius: 2px; height: 36px; margin: 5px 0px; padding: 1px 9px; font-family: Rob= oto, helvetica, arial, sans-serif; font-size: 16px; font-weight: 400; outli= ne: none; width: 270px; } .rc-response-input-field:focus { border: 1px solid rgb(74, 144, 226); } .rc-response-input-field-error, 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